A FastAPI service for semantic text search using precomputed embeddings and advanced similarity measures, with built-in support for various file types through textract.
SmartRAG is a privacy-first multimodal RAG system that lets you chat intelligently with your documents, images, and audio. Upload PDFs, Word files, or recordings and get accurate, context-aware answers all processed locally on your device with no external APIs.
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.
Upload your files and ask questions about them. Open-source RAG app with LangChain & Streamlit, built before ChatGPT had file uploads. Works with Anthropic & OpenRouter. Easy to extend. The newest release is a functioning tribute and future development ideas are in consideration.
