{"name":"io.github.FlynnLachendro/methods-mcp","slug":"flynnlachendro-methods-mcp","title":"methods-mcp","description":"MCP server for structured methods extraction + reproducibility heuristics on academic papers.","url":"https://mcp.market/server/flynnlachendro-methods-mcp","rating":null,"grade":"B","score":78,"certified":false,"status":"active","category":"other","tags":[],"presence":{"score":13,"stars":0,"forks":0,"downloads_week":null,"last_push_at":"2026-07-01T16:37:48.000Z","license":"MIT"},"uptime":null,"claimed":false,"transport":"pypi","callable_via_gateway":false,"default_price_micros":0,"repository":"https://github.com/FlynnLachendro/methods-mcp","website":"https://github.com/FlynnLachendro/methods-mcp","version":"0.1.7","remotes":[],"packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"methods-mcp","version":"0.1.7","runtimeHint":"uvx","transport":{"type":"stdio"},"environmentVariables":[{"description":"Required for LLM-driven extraction tools (extract_methods, summarize_paper, methods_repro_review).","isRequired":true,"isSecret":true,"name":"ANTHROPIC_API_KEY"},{"description":"Optional. Raises the GitHub REST API rate limit used by reproducibility assessment.","isSecret":true,"name":"GITHUB_TOKEN"},{"description":"Override the default Claude model (default: claude-sonnet-4-6).","name":"METHODS_MCP_MODEL"}]}],"tools":[{"name":"assess_repo_reproducibility","description":"Heuristic, no-clone reproducibility assessment of a GitHub repo.","write_action":false,"price_micros":0,"input_schema":null},{"name":"extract_methods","description":"Extract a structured methods object from a paper.","write_action":false,"price_micros":0,"input_schema":null},{"name":"fetch_paper_text","description":"Return best-effort full text + section split for a paper.","write_action":false,"price_micros":0,"input_schema":null},{"name":"find_code_repo","description":"Discover the code repo (if any) associated with a paper.","write_action":false,"price_micros":0,"input_schema":null},{"name":"get_paper_metadata","description":"Resolve an arXiv ID/URL, bioRxiv URL, DOI, or generic URL to canonical metadata.","write_action":false,"price_micros":0,"input_schema":null},{"name":"health","description":"Return a small health report — confirms the server is alive and configured.","write_action":false,"price_micros":0,"input_schema":null},{"name":"methods_repro_review","description":"Resolve a paper + extract methods + find its code repo + assess reproducibility — in one call.","write_action":false,"price_micros":0,"input_schema":null},{"name":"summarize_paper","description":"Generate an LLM summary of a paper in one of three modes.","write_action":false,"price_micros":0,"input_schema":null}],"scan":{"score":78,"grade":"B","scanned_at":"2026-09-27T22:33:55.907Z","report":{"scannerVersion":"0.1.9","scannedAt":"2026-09-27T22:33:55.942Z","components":{"code":{"score":25,"max":25,"notes":["18 source files scanned"]},"reliability":{"score":-1,"max":20,"notes":["no gateway calls yet and no remote to probe"]},"poisoning":{"score":-1,"max":15,"notes":["tools not inspected (local package is not executed); not counted"]},"auth":{"score":6,"max":15,"notes":["static API keys via environment variables"]},"maintenance":{"score":12,"max":15,"notes":["last push 88 days ago"]},"identity":{"score":8,"max":10,"notes":["registry namespace matches repository owner","GitHub account older than a year"]}},"findings":[],"inputs":{"packages":[{"registryType":"pypi","identifier":"methods-mcp","version":"0.1.7","found":true,"license":"MIT","dependencyCount":13,"publishedAt":"2026-04-15T22:47:47.380332Z","repositoryUrl":"https://github.com/FlynnLachendro/methods-mcp"}],"repo":{"found":true,"owner":"FlynnLachendro","repo":"methods-mcp","archived":false,"pushedAt":"2026-07-01T16:37:48Z","stars":0,"forks":0,"openIssues":1,"ownerType":"User","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/119114166?v=4","ownerCreatedAt":"2022-11-26T12:40:48Z","license":"MIT"},"icon":{"url":"https://avatars.githubusercontent.com/u/119114166?v=4&s=128","source":"github"},"presence":{"stars":0,"forks":0,"downloadsWeek":null,"license":"MIT","lastPushAt":"2026-07-01T16:37:48.000Z","score":13}}}},"grade_history":[],"reviews":[]}