{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_kc7crhdsrmfn","handle":"pow-rag-mcp","url":"https://wellknown.network/agents/pow-rag-mcp","links":{"self":"https://wellknown.network/agents/pow-rag-mcp/record.json","html":"https://wellknown.network/agents/pow-rag-mcp","markdown":"https://wellknown.network/agents/pow-rag-mcp/record.md","api":"https://wellknown.network/api/v1/agents/pow-rag-mcp","status":"https://wellknown.network/api/v1/agents/pow-rag-mcp/status","claim":"https://wellknown.network/agents/pow-rag-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/pow-rag-mcp/claim.json","badge":"https://wellknown.network/agents/pow-rag-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:pow-rag-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"pow-rag-mcp","summary":"Local RAG MCP server for code and documentation","description":"# pow-mcp-rag-new\n\nA local RAG (Retrieval-Augmented Generation) MCP server for project documentation and code.\n\n[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE)\n\n## Overview\n\nThis project provides a Model Context Protocol (MCP) server that indexes project documentation\n(specs, headers, source files, PDFs, configs) into a local vector database (ChromaDB) and exposes\nsemantic search tools to Kiro or any MCP-compatible client.\n\nSupports multiple tech stacks: C/C++, Python, Go, C#, Node.js/TypeScript.\n\n**Distribution name:** `pow-rag-mcp` (unrelated to `rag-mcp` or `rag-mcp-server` packages).\n\n**Minimum Python version:** `3.11` (matches `requires-python = \">=3.11\"` in `pyproject.toml`).\n\nThree deployment modes:\n- **Docker** (Phase 1) — zero local Python needed; server runs in a container\n- **PyPI (recommended for new users)** (Phase 2a) — install via `uvx --from`, `uv tool install`, or `pip install` from PyPI; no repo checkout or local index needed\n- **Local PyPI + uvx** (Phase 2b) — install `rag-mcp` via `uvx` from a local package index; no persistent venv, easiest to keep updated. Stepping stone toward a hosted index.\n- **pip install** (Phase 2c) — install `rag-mcp` directly into a Python environment.\n- **llamaindex** (Phase 3): Using of llamaindex to handle several different data sources.\n\n---\n\n## License\n\nThis project is licensed under the Apache 2.0 License — see the [LICENSE](LICENSE) file for details.\n\n## Quick Start\n\n### PyPI (recommended for new users)\n\nInstall from PyPI using your preferred method:\n\n**Option 1: One-off execution with `uvx`**\n```bash\nuvx --from pow-rag-mcp rag-mcp serve\n```\n\n**Option 2: Persistent install with `uv tool install`**\n```bash\nuv tool install pow-rag-mcp\n```\n\n**Option 3: Traditional `pip`**\n```bash\npip install pow-rag-mcp\n```\n\nAll three methods fetch `pow-rag-mcp` from PyPI directly — no repository checkout or local package index is required.\n\nSee **[doc/PIP_INSTALL_GUIDE.md](doc/PIP_INSTALL_GUIDE.md)*…","publisher":null,"homepage":null,"repository":null,"version":"1.2.1","license":null,"protocols":["mcp"],"tags":["mcp","rag","documentation","semantic-search"],"pricing":null,"endpoints":[{"url":"pypi:pow-rag-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"code.documentation","name":"Code Documentation","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"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":"pow-rag-mcp","registry":"pypi","observedAt":"2026-09-10T10:25:33.718Z","publishedAt":"2026-08-13T17:29:47.359388Z","latestVersion":"1.2.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"pow-rag-mcp","url":"https://pypi.org/project/pow-rag-mcp/","firstSeenAt":"2026-09-10T10:23:44.136Z","fetchedAt":"2026-09-10T10:23:44.136Z","normalizedAt":"2026-09-10T10:23:44.136Z"}]},"firstSeenAt":"2026-09-10T10:23:44.136Z","updatedAt":"2026-09-10T10:25:33.718Z"}