Local hybrid RAG system blending semantic vector search (Chroma/Ollama) with keyword matching (BM25) via RRF fusion. Supports multi-format data (PDF, CSV, MD, DOCX, TXT), async ingestion, and native MCP server tools for Claude Desktop integration. Fully configuration-driven and runs 100% locally.