A RAG knowledge base MCP server using FastMCP and LanceDB, enabling hybrid search, document ingestion, and full MCP tool/resource/prompt support.
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process.env. You'll be asked to provide them before it can run.RAG_CHUNK_SIZE— 600 分块大小(字符数)RAG_CHUNK_OVERLAP— 60 块间重叠(字符数)EMBED_BASE_URL— =http://localhost:11434EMBED_MODEL_NAME— =qwen3-embedding:8bEMBED_TIMEOUT— 60.0 Embedding 请求超时(秒)RAG_HYBRID_WEIGHT— 0.7 混合检索权重 (0=纯BM25, 1=纯向量)LOG_LEVEL— INFO 日志级别MCP_TRANSPORT— $env:="stdio"; rag-mcpMCP_PORT— 8042 SSE 监听端口RAG_PROJECT_PATH— =./documentsMCP_HOST— 127.0.0.1 SSE 监听地址RAG_WATCH_DEBOUNCE— 1.0 文件监控防抖间隔(秒)[](https://m8ven.ai/mcp/junchenghe01-local-rag-mcp-1dvxdi)