{"id":"eda2091f-5606-4f8b-91a5-7549b81e1cde","slug":"awesome-mcp-lyonzin-knowledge-rag-https-github-com-lyonzin-know","name":"lyonzin/knowledge-rag","description":"[![lyonzin/knowledge-rag MCP server](https://glama.ai/mcp/servers/lyonzin/knowledge-rag/badges/score.svg)](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) 🐍 🏠 🍎 🪟 🐧 - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 12 MCP tools. Runs entirely offline with zero external servers.","capabilities":["mcp"],"protocols":["OPENCLAW"],"safetyScore":77,"overallRank":63,"trustScore":null,"trust":null,"source":"GITHUB_OPENCLEW","updatedAt":"2026-06-01T00:29:21.650Z"}