{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_57qypw36munv","handle":"iflow-mcp-py-dep-man-companion","url":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion","links":{"self":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion/record.json","html":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion","markdown":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-py-dep-man-companion","status":"https://wellknown.network/api/v1/agents/iflow-mcp-py-dep-man-companion/status","claim":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-py-dep-man-companion/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-py-dep-man-companion/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-py-dep-man-companion/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-py-dep-man-companion","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_py_dep_man_companion","summary":"Local stdio MCP server providing unified search across Python dependency managers' latest and official documentation.","description":"# Python Dependency Manager Companion MCP Server\n\n> README updated on 2025-08-16 by [@KemingHe](https://github.com/KemingHe)\n\nStop getting out-of-date Python package manager commands from your AI. Cross-reference latest official [`pip`](https://pip.pypa.io/), [`conda`](https://docs.conda.io/projects/conda), [`poetry`](https://python-poetry.org/), [`uv`](https://docs.astral.sh/uv/), [`pixi`](https://pixi.sh/), and [`pdm`](https://pdm-project.org/) docs with auto-updates. [[Watch Demo on YouTube]](https://youtu.be/3nVp46Q8FdY)\n\n## 🚀 Quick Start for Agentic IDEs\n\n**1. Pull Docker image**:\n\n```shell\n# Pin to commit hash for production security\n# Get current hash from: https://hub.docker.com/r/keminghe/py-dep-man-companion/tags\ndocker pull keminghe/py-dep-man-companion@sha256:2c896dc617e8cd3b1a1956580322b0f0c80d5b6dfd09743d90859d2ef2b71ec6  # 2025-07-22 release example\n\n# Or use latest for development\ndocker pull keminghe/py-dep-man-companion:latest\n```\n\n**2. Add to your IDE's `mcp.json`**:\n\n```json\n{\n  \"mcp\": {\n    \"servers\": {\n      \"python-deps\": {\n        \"command\": \"docker\",\n        \"args\": [\"run\", \"-i\", \"--rm\", \"keminghe/py-dep-man-companion\"]\n      }\n    }\n  }\n}\n```\n\n**3. Ask package manager questions** - \"How to migrate a `conda` project to `uv`?\" and get accurate, current official syntax.\n\n## 🤝 Contributing\n\n**Use as template**: [[Create from template]](https://github.com/new?template_name=python-dependency-manager-companion-mcp-server&template_owner=KemingHe) for your own MCP server projects.\n\n**Contribute back**: Fork and follow [CONTRIBUTING.md](./CONTRIBUTING.md) for development setup.\n\n## 🔄 Auto-Update Architecture\n\n1. ⏰ **Every Tuesday 6pm ET**\n2. 📚 **Sync Official Docs**\n3. 🔍 **Rebuild Search Index**\n4. 🐳 **Publish Latest Image**\n\n## 🗺️ Roadmap\n\n- [x] Added support for `pixi` and `pdm` in version 0.1.1\n- [ ] Add comprehensive tests with 100% coverage  \n- [ ] Add indexing support for PDF and CSV files\n\n## 📁 Project Structure\n\n```plaintext\npython-d…","publisher":null,"homepage":null,"repository":"https://github.com/KemingHe/python-dependency-manager-companion-mcp-server/issues","version":"0.1.1","license":"MIT License  Copyright (c) 2025 Keming He  Permission is hereby…","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_py_dep_man_companion","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"}},"derived":{"capabilities":[{"slug":"code.documentation","name":"Code Documentation","confidence":0.848,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"provenance":"derived"}],"categories":["code","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":"iflow-mcp_py_dep_man_companion","registry":"pypi","observedAt":"2026-09-15T19:23:34.128Z","publishedAt":"2025-12-02T02:50:22.064020Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_py_dep_man_companion","url":"https://pypi.org/project/iflow-mcp_py_dep_man_companion/","firstSeenAt":"2026-09-09T20:25:15.124Z","fetchedAt":"2026-09-15T19:22:50.607Z","normalizedAt":"2026-09-15T19:22:50.607Z"}]},"firstSeenAt":"2026-09-09T20:25:15.124Z","updatedAt":"2026-09-15T19:23:34.128Z"}