knowledge-rag

lyonzin/knowledge-rag

★ 85 stars Python 🤖 AI/LLM Updated 1d ago

[knowledge-rag] - Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.

View on GitHub → Try with Claude — $10 free →

Quick Install

Copy the config for your editor. Some servers may need additional setup — check the README.

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "knowledge-rag": {
      "command": "uvx",
      "args": [
        "knowledge-rag"
      ]
    }
  }
}

Or install with pip: pip install knowledge-rag

README Excerpt

<div align="center"> Drop your PDFs, markdown, code, notebooks — **1800+ files, 39K chunks, indexed in under 3 minutes.**<br/> Hybrid search (BM25 + semantic vectors + cross-encoder reranking) through 12 MCP tools.<br/> Everything runs locally via ONNX. No Docker, no Ollama, no API keys, no data leaves your machine.

Tools (17)

categorycontentdata_dirdelete_filefilepathforcefull_rebuildhybridhybrid_alphakeywordknowledge_basemax_resultsquerysemantictest_casestitleurl

Topics

bm25chromadbclaudeclaude-codedocument-searchembeddingsfastembedhybrid-searchknowledge-baselocal-aimcpmcp-serveronnxprivacypython

knowledge-rag

Quick Install

README Excerpt

Tools (17)

Topics

Related AI/LLM Servers