{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ubhgcdv38anm","handle":"autodoc-mcp","url":"https://wellknown.network/agents/autodoc-mcp","links":{"self":"https://wellknown.network/agents/autodoc-mcp/record.json","html":"https://wellknown.network/agents/autodoc-mcp","markdown":"https://wellknown.network/agents/autodoc-mcp/record.md","api":"https://wellknown.network/api/v1/agents/autodoc-mcp","status":"https://wellknown.network/api/v1/agents/autodoc-mcp/status","claim":"https://wellknown.network/agents/autodoc-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/autodoc-mcp/claim.json","badge":"https://wellknown.network/agents/autodoc-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:autodoc-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"autodoc-mcp","summary":"MCP server for automatic Python package documentation context","description":"# AutoDocs MCP Server\n\n> **💡 Passion Project Note**: This is a personal passion project focused on exploring \"intention-only programming\" - the practice of describing what you want the code to do rather than how to implement it. The development process is completely transparent, and you can explore how this project evolved by examining the `.claude/` (Claude Code agent configurations) and `.specstory/` (session history) folders in this repository.\n\n**Intelligent documentation context provider for AI assistants**\n\nAutoDocs MCP Server automatically provides AI assistants with contextual, version-specific documentation for Python project dependencies. It uses intelligent dependency resolution to include both the requested package and its most relevant dependencies, giving AI assistants comprehensive context for accurate code assistance.\n\n<a href=\"https://glama.ai/mcp/servers/@bradleyfay/autodoc-mcp\">\n  <img width=\"380\" height=\"200\" src=\"https://glama.ai/mcp/servers/@bradleyfay/autodoc-mcp/badge\" alt=\"AutoDocs Server MCP server\" />\n</a>\n\n## ✨ Features\n\n### 🧠 **Phase 4: Dependency Context System** *(Complete)*\n- **Smart dependency resolution** with relevance scoring for major frameworks\n- **AI-optimized documentation** extraction with token management\n- **Concurrent fetching** of dependency documentation (3-5 second response times)\n- **Contextual intelligence** - includes 3-8 most relevant dependencies automatically\n\n### 🛠️ **Production-Ready Core**\n- **8 comprehensive MCP tools** including system health and monitoring\n- **Network resilience** with circuit breakers and exponential backoff\n- **Version-specific caching** with immutable cache keys for optimal performance\n- **Graceful degradation** with partial results on failures\n- **FastMCP integration** for seamless AI tool compatibility\n\n### 🎯 **Intelligent Context**\n- **Framework-aware**: Special handling for FastAPI, Django, Flask ecosystems\n- **Token-aware**: Respects context window limits (30k tokens default)\n- …","publisher":null,"homepage":"https://github.com/bradleyfay/autodoc-mcp","repository":"https://github.com/bradleyfay/autodoc-mcp","version":"0.5.1","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:autodoc-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"}],"categories":["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":"autodoc-mcp","registry":"pypi","observedAt":"2026-09-09T09:25:19.503Z","publishedAt":"2025-08-10T13:46:43.202282Z","latestVersion":"0.5.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"autodoc-mcp","url":"https://pypi.org/project/autodoc-mcp/","firstSeenAt":"2026-09-09T09:24:27.472Z","fetchedAt":"2026-09-09T09:24:27.472Z","normalizedAt":"2026-09-09T09:24:27.472Z"}]},"firstSeenAt":"2026-09-09T09:24:27.472Z","updatedAt":"2026-09-09T09:25:19.504Z"}