{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_jadcmxqke97h","handle":"pydocs-mcp","url":"https://wellknown.network/agents/pydocs-mcp","links":{"self":"https://wellknown.network/agents/pydocs-mcp/record.json","html":"https://wellknown.network/agents/pydocs-mcp","markdown":"https://wellknown.network/agents/pydocs-mcp/record.md","api":"https://wellknown.network/api/v1/agents/pydocs-mcp","status":"https://wellknown.network/api/v1/agents/pydocs-mcp/status","claim":"https://wellknown.network/agents/pydocs-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/pydocs-mcp/claim.json","badge":"https://wellknown.network/agents/pydocs-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:pydocs-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"pydocs-mcp","summary":"Local Python docs MCP server, accelerated with Rust","description":"# <img src=\"assets/icon.png\" width=\"120\"> pydocs-mcp\n\n[![CI](https://github.com/msobroza/pydocs-mcp/actions/workflows/ci.yml/badge.svg)](https://github.com/msobroza/pydocs-mcp/actions/workflows/ci.yml)\n[![PyPI](https://img.shields.io/pypi/v/pydocs-mcp.svg)](https://pypi.org/project/pydocs-mcp/)\n[![Python](https://img.shields.io/badge/python-3.11%20%7C%203.12%20%7C%203.13-blue)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)\n[![Checked with mypy](https://www.mypy-lang.org/static/mypy_badge.svg)](https://mypy-lang.org/)\n[![MCP](https://img.shields.io/badge/MCP-Model_Context_Protocol-1f6feb)](https://modelcontextprotocol.io)\n[![Docs](https://img.shields.io/badge/docs-pydocs--mcp-blue)](https://msobroza.github.io/pydocs-mcp/)\n\n**Local, version-aware code & docs search for your AI coding agent — over the\nexact library versions installed on your machine.**\n\n📖 **Full documentation: [msobroza.github.io/pydocs-mcp](https://msobroza.github.io/pydocs-mcp/)** — built from [`documentation/`](documentation/).\n\n![pydocs-mcp architecture overview: your project source and installed Python libraries are indexed into a SQLite database (chunks, metadata, reference graph) plus a TurboQuant .tq vector file; an AI coding assistant's query runs through keyword (BM25) and vector search fused together — with a tree-navigating mode over the code map — then a result ranker returns version-aware answers, all locally with no API keys or network upload.](assets/pydocs-mcp-overview.png)\n\nYour AI assistant thinks you're on `requests` 2.28. You actually have 2.31. It\ncalls a kwarg that was renamed two versions ago, your test fails, and you lose\ntwenty minutes. The fix isn't a smarter prompt — it's giving the AI docs that\nmatch **your lockfile**, not the average of every StackO…","publisher":null,"homepage":"https://msobroza.github.io/pydocs-mcp/","repository":"https://github.com/msobroza/pydocs-mcp/blob/main/CHANGELOG.md","version":"0.5.1","license":null,"protocols":["mcp"],"tags":["mcp","model-context-protocol","documentation","code-search","retrieval","ai-coding","claude-code","llm","bm25","colbert","late-interaction","rust"],"pricing":null,"endpoints":[{"url":"pypi:pydocs-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"code.documentation","name":"Code Documentation","confidence":1,"provenance":"declared"},{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"code.generation","name":"Code Generation","confidence":0.917,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.791,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"provenance":"derived"}],"categories":["code","data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"pydocs-mcp","registry":"pypi","observedAt":"2026-09-10T10:25:48.066Z","publishedAt":"2026-07-09T23:49:55.726841Z","latestVersion":"0.5.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"pydocs-mcp","url":"https://pypi.org/project/pydocs-mcp/","firstSeenAt":"2026-09-10T10:24:33.080Z","fetchedAt":"2026-09-10T10:24:33.080Z","normalizedAt":"2026-09-10T10:24:33.080Z"}]},"firstSeenAt":"2026-09-10T10:24:33.080Z","updatedAt":"2026-09-10T10:25:48.066Z"}