{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ahndtqg2ucwx","handle":"research-methods-library","url":"https://wellknown.network/agents/research-methods-library","links":{"self":"https://wellknown.network/agents/research-methods-library/record.json","html":"https://wellknown.network/agents/research-methods-library","markdown":"https://wellknown.network/agents/research-methods-library/record.md","api":"https://wellknown.network/api/v1/agents/research-methods-library","status":"https://wellknown.network/api/v1/agents/research-methods-library/status","claim":"https://wellknown.network/agents/research-methods-library/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/research-methods-library/claim.json","badge":"https://wellknown.network/agents/research-methods-library/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/research-methods-library/history","tools":"https://wellknown.network/api/v1/agents/research-methods-library/tools"},"ard":{"identifier":"urn:air:research-methods-mcp.vercel.app:server:research-methods-library","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Research Methods Library","summary":"Research methods for AI assistants: study design guidance, R and Python code, and citations","description":"Research methods for AI assistants: study design guidance, R and Python code, and citations","publisher":{"name":"mikenguyen13","url":null},"homepage":"https://github.com/mikenguyen13/research-methods-mcp","repository":"https://github.com/mikenguyen13/research-methods-mcp","version":"0.1.1","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://research-methods-mcp.vercel.app/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-10-16T05:19:08.494862Z","publishedAt":"2026-10-16T05:19:08.494862Z","registryName":"io.github.mikenguyen13/research-methods-mcp"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.54,"provenance":"derived"},{"slug":"code.testing","name":"Testing","confidence":0.51,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.51,"provenance":"derived"}],"categories":["code","dev"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 6h ago.","lastOkAt":"2026-10-27T20:28:32.975Z","lastProbedAt":"2026-10-27T20:28:32.975Z","statusComputedAt":"2026-10-27T20:30:00.355Z","reliability30d":{"probes":40,"successRate":1,"p50Ms":499,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":40,"ok":40,"authBoundaryOk":0,"serviceOk":40,"note":"Counted from the observation rows for the window, checks of the server only (HTTP, A2A card, MCP initialize). ok = authBoundaryOk + serviceOk. `probes` is the sum of daily rollups and includes registry checks, so it can differ from `total`."}},"latestObservations":[{"at":"2026-10-27T20:28:32.975Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":146,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-27T13:28:44.611Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":151,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-27T06:23:20.519Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":149,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-26T22:25:43.126Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":182,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-26T15:31:59.962Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":176,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-26T08:24:40.080Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":170,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-26T01:32:06.465Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":1893,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-25T18:28:26.486Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":179,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-25T11:29:23.609Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":168,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}},{"at":"2026-10-25T04:25:52.837Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":1964,"error":null,"detail":{"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"toolCount":6,"toolsHash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","serverName":"research-methods-mcp","capabilities":["tools","prompts","resources"],"serverVersion":"0.1.1","protocolVersion":"2025-06-18"}}],"tools":[{"name":"search","description":"Search sections of textbooks and an R package on research methods and data analysis: statistics and hypothesis testing, regression and generalized linear models"},{"name":"fetch","description":"Read one section of the library by its section id. Returns the section in Markdown with its code, the section URL, and the citation of the work it comes from. L"},{"name":"choose_method","description":"Recommend statistical, econometric, causal inference, or machine learning methods for a research question or data analysis task: which statistical test or model"},{"name":"get_code","description":"Get runnable code from the library for a specific statistical, econometric, causal inference, or machine learning task, in R, Python, or Julia. Suited to reques"},{"name":"cite","description":"Format references for works in the library in APA, Chicago, MLA, Harvard, BibTeX, or RIS. Pass the ids of the sections you used to get a deduplicated reference "},{"name":"list_sources","description":"List the works in the library (textbooks, an R package, and research articles) with their topics, code languages, section counts, licenses, links, and how to ci"}],"package":null,"toolSurface":{"id":"ts_4qx9bdmxfbrf","endpointId":"ep_7wnghu4aep26","hash":"e1462d1a65f5ca6fe744b3ed760dfec572731532a66d33003e7451ea4a2e1303","toolCount":6,"serverName":"research-methods-mcp","serverVersion":"0.1.1","protocolVersion":"2025-06-18","firstSeenAt":"2026-10-16T23:24:15.707Z","lastSeenAt":"2026-10-27T20:28:32.991Z","observations":39,"toolNames":["search","fetch","choose_method","get_code","cite","list_sources"],"distinctSurfaces":2},"endpointFacts":[{"id":"ep_7wnghu4aep26","url":"https://research-methods-mcp.vercel.app/mcp","type":"mcp_streamable_http","factsCheckedAt":"2026-10-27T13:28:44.624Z","auth":{"observedAt":"2026-10-27T13:28:44.793Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-10-27T13:28:44.823Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"*.vercel.app","issuer":{"commonName":"WR1","organization":"Google Trust Services"},"validFrom":"2026-08-29T19:48:09.000Z","validTo":"2026-11-27T19:48:08.000Z","daysToExpiry":30,"sanCount":1,"fingerprint256":"8F:46:C4:A0:A2:89:BF:DE:40:60:D0:69:86:F2:AF:76:1E:E6:2D:66:8D:DE:97:2E:6B:EF:46:87:EE:4F:60:93"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"io.github.mikenguyen13/research-methods-mcp","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.mikenguyen13%2Fresearch-methods-mcp","firstSeenAt":"2026-10-16T16:19:31.979Z","fetchedAt":"2026-10-26T21:18:10.698Z","normalizedAt":"2026-10-26T21:18:10.698Z"}]},"firstSeenAt":"2026-10-16T16:19:31.979Z","updatedAt":"2026-10-27T20:30:58.444Z"}