{"repo":"StarTrail-org/LEANN","free":true,"listed":false,"github":"https://github.com/StarTrail-org/LEANN","clone":"git clone https://github.com/StarTrail-org/LEANN.git","description":"[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.","language":"Python","stars":12789,"topics":["ai","faiss","langchain","llama-index","llm","localstorage","offline-first","ollama","privacy","python"],"license":"MIT","category":"ai-agents","readme_excerpt":"We track zero telemetry . This survey is the ONLY way to tell us if you want GPU Acceleration or More Integrations next. 👉 Click here to cast your vote (2 mins) 💬 Join our Slack community! We'd love for you to be part of the LEANN community! 👉 Join LEANN Slack If the invite link has expired or you have trouble joining, please open an issue and we'll help you get in! The smallest vector index in the world. RAG Everything with LEANN! LEANN is an innovative vector database that democratizes personal AI. Transform your laptop into a powerful RAG system that can index and search through millions of documents while using 97% less storage than traditional solutions without accuracy loss . LEANN achieves this through graph-based selective recomputation with high-degree preserving pruning , computing embeddings on-demand instead of storing them all. Illustration Fig → Paper → Ready to RAG Everything? Transform your laptop into a personal AI assistant that can semantic search your file system , emails , browser history , chat history (WeChat, iMessage), agent memory (ChatGPT, Claude), live data (Slack, Twitter), codebase \\ , or external knowledge bases (i.e., 60M documents) - all on your laptop, with zero cloud costs and complete privacy. \\ Claude Code only supports basic grep -style keyword search. LEANN is a drop-in semantic search MCP service fully compatible with Claude Code , unlocking intelligent retrieval without changing your workflow. 🔥 Check out the easy setup → Why LEANN","default_branch":null,"files":null,"tree":[],"storefront":"/r/StarTrail-org","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/StarTrail-org/LEANN/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}