What it does
LEANN is a vector database, a kind of search index that finds things by meaning rather than exact words. It helps build RAG systems, where an AI answers questions using your own documents.
Its makers say it uses about 97% less storage than usual tools without losing accuracy, because it works out much of the index on demand instead of storing it all. The README says your data never leaves your laptop.
The README shows it searching files, emails and browser history, and it can plug into the coding assistant Claude Code as a smarter search tool.
Who it's for
Developers and technical users who want private AI search over their personal data or code.
Can I use it without coding?
Developers only. It is a Python library installed and used with code or the command line. New to this? Start here.
Can I run it?
- Cost
- FreeNothing to pay or sign up for.
- Runs on
- Mac, Linux, Windows
- Computer
- An ordinary computer is fine
- Privacy
- Runs on your own device: your data stays with you
- API key
- Not needed
Try it
Using Claude Code, Cursor or another AI coding assistant? Paste the prompt and it will walk you through the setup.New to this?
Before you install
- Only download from the official GitHub page. Copies with similar names exist for many popular projects.
- License (MIT): Very permissive: free to use, change and share, including for business.
- More on staying safe
Where people are talking about it
- LEANN research paperResearch paper · Jun 2025
- Successful room temperature ambient-pressure magnetic levitation of LK-99Hacker News · Aug 2023
- The first room-temperature ambient-pressure superconductor?Hacker News · Jul 2023