knowledge-rag

GitHub: https://github.com/lyonzin/knowledge-rag
PyPI: pip install knowledge-rag
Author: Lyon.

Local RAG system for Claude Code. Hybrid search (semantic + BM25) + cross-encoder reranking + markdown-aware chunking + query expansion. 12 MCP tools including CRUD operations (add/update/remove docs), URL ingestion, similarity search, and retrieval evaluation. Zero external servers.

Type: MCP Server