STACKQUADRANT

StarTrail-org/LEANN

RAG Libraries

[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

7.7
GitHub Metrics
Stars
12.6k
Forks
1.1k
Open Issues
48
Watchers
77
Contributors
42
Weekly Commits
0
Language
Python
License
MIT
Last Commit
Jun 26, 2026
Created
Jun 9, 2025
Latest Release
v0.3.7
Release Date
Mar 8, 2026
Synced: Jun 29, 2026
Quality Scores
Documentation Qualityw: 20%
7.6

Has docs site (https://arxiv.org/abs/2506.08276). Description: 158 chars. Stars signal: 12,606. Contributors: 42. Score: 7.6/10

Community Healthw: 20%
7.6

Stars: 12,606. Contributors: 42. Watchers: 77. Forks: 1,135. Issue ratio: 0.4%. Score: 7.6/10

Maintenance Velocityw: 15%
7.1

Last commit: 2d ago. Weekly commits: 0. Latest release: v0.3.7. Maturity bonus: 1.1y old. Score: 7.1/10

API Design & DXw: 20%
8.2

Stars/issues ratio: 263. Dynamic language: Python. Has documentation site. Permissive license: MIT. Popularity signal: 12,606 stars. Score: 8.2/10

Production Readinessw: 15%
7.3

Battle-tested: 12,606 stars. Peer review: 42 contributors. Versioned: v0.3.7. Licensed: MIT. Age: 1.1 years. Maintenance: last commit 2d ago. Score: 7.3/10

Ecosystem Integrationw: 10%
8.3

Fork interest: 1,135. Major ecosystem: Python. Integration-friendly: MIT. Adoption: 12,606 stars. Has web presence. Score: 8.3/10

Tags
aifaissgpt-osslangchainllama-indexllmlocalstorageoffline-firstollamaprivacy
Radar
Documentation Quality
Community Health
Maintenance Velocity
API Design & DX
Production Readiness
Ecosystem Integration