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StarTrail-org/LEANN

[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

#Vector database
Visit GitHub
Python
13.8k
1.5k
45 contributors
MIT License
website
AchievementsView all →
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Momentum

How fast StarTrail-org/LEANN is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Sep 16 – Nov 15, 2026

Stars +865 in 61 days

0100200300
206

Forks +280 in 61 days

0204060
45

Merged PRs 27 in 61 days

0246
5

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Sep 16Sep 24Oct 2Oct 10Oct 18Oct 26Nov 3Nov 11
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Wed, Sep 16, 2026+2+00
Thu, Sep 17, 2026+5+00
Fri, Sep 18, 2026+0+00
Sat, Sep 19, 2026+1+01
Sun, Sep 20, 2026+0+10
Mon, Sep 21, 2026+3+10
Tue, Sep 22, 2026+9+01
Wed, Sep 23, 2026+1+00
Thu, Sep 24, 2026+3+20
Fri, Sep 25, 2026+6+10
Sat, Sep 26, 2026+2+15
Sun, Sep 27, 2026+0+10
Mon, Sep 28, 2026+0+00
Tue, Sep 29, 2026+6+01
Wed, Sep 30, 2026+25+40
Thu, Oct 1, 2026+9+10
Fri, Oct 2, 2026+2+20
Sat, Oct 3, 2026+0+10
Sun, Oct 4, 2026+1+00
Mon, Oct 5, 2026+0+00
Tue, Oct 6, 2026+3+00
Wed, Oct 7, 2026+0+00
Thu, Oct 8, 2026+2+00
Fri, Oct 9, 2026+0+02
Sat, Oct 10, 2026+2+00
Sun, Oct 11, 2026+1+20
Mon, Oct 12, 2026+2+22
Tue, Oct 13, 2026+5+20
Wed, Oct 14, 2026+5+60
Thu, Oct 15, 2026+2+90
Fri, Oct 16, 2026+1+241
Sat, Oct 17, 2026+0+450
Sun, Oct 18, 2026+3+320
Mon, Oct 19, 2026+3+300
Tue, Oct 20, 2026+3+13
Wed, Oct 21, 2026+13+04
Thu, Oct 22, 2026+3+00
Fri, Oct 23, 2026+28+30
Sat, Oct 24, 2026+16+64
Sun, Oct 25, 2026+6+00
Mon, Oct 26, 2026+190+183
Tue, Oct 27, 2026+206+290
Wed, Oct 28, 2026+127+200
Thu, Oct 29, 2026+55+120
Fri, Oct 30, 2026+35+50
Sat, Oct 31, 2026+14+10
Sun, Nov 1, 2026+12+50
Mon, Nov 2, 2026+11+30
Tue, Nov 3, 2026+6+20
Wed, Nov 4, 2026+10+30
Thu, Nov 5, 2026+2+10
Fri, Nov 6, 2026+2+00
Sat, Nov 7, 2026+2+00
Sun, Nov 8, 2026+3+00
Mon, Nov 9, 2026+5+00
Tue, Nov 10, 2026+2+20
Wed, Nov 11, 2026+5+20
Thu, Nov 12, 2026+2+00
Fri, Nov 13, 2026+2+00
Sat, Nov 14, 2026+0+00
Sun, Nov 15, 2026+1+00
Total+865+28027
  • 1#1 on the list
  • 7Rank that day
  • Not trending
2

    • GitHub trending history

    Where the repository ranked on GitHub Trending, one dot for each day it was on a list

    Nov 11, 2025 – Jan 19, 2026Best #4

    #1#5#10#15#20#25
    Top 10
    Nov 2025DecJan 2026FebMarAprMay
    The left and right arrow keys step from day to day; Home and End go to the first and the last

    Mentions and achievements

    Where people are talking about StarTrail-org/LEANN, and every badge it has earned
    1. Oct 262 posts

      • Leann

        Read full on Hacker News

        Hacker News

      • Vector databases are officially cooked 🤯 This repo packs 60 million text chunks into 6 GB instead of 201 GB, with no accuracy drop reported in its tests. - 97% less storage - No cloud or GPU needed…

        Read full on X, posted by @oliviscusAI

        @oliviscusAI · x.com

    2. 17 days earlier
    3. Oct 91 post

      • Turn your laptop into a powerful RAG system! LEANN can index and search through millions of documents while using 97% less storage than traditional solutions without accuracy loss. LEANN achieves…

        Read full on X, posted by @Sumanth_077

        @Sumanth_077 · x.com

    4. 3 months earlier
    5. Jul 181 post

      • • RAG on file system, emails, browser history, chat history, and agent memory • MCP native integration for live data from Slack, Twitter, and codebases • 100% private, offline-first, and portable…

        Read full on X, posted by @the_osps

        @the_osps · x.com

    6. 24 days earlier
    7. Jun 241 post

      • Your coding agent reads every web page wrong. And pays 2.5x extra to do it. pixelbrowse fixes it with one screenshot. −74% tokens, 4x faster. give Claude Code eyes. 👀 New: pixelbrowse. 𝚙𝚒𝚙…

        Read full on X, posted by @andylizf

        @andylizf · x.com

    8. 9 days earlier
    9. Jun 151 post

      • Turn your laptop into a powerful RAG system! LEANN can index and search through millions of documents while using 97% less storage than traditional solutions without accuracy loss. LEANN achieves…

        Read full on X, posted by @Sumanth_077

        @Sumanth_077 · x.com

    10. 14 days earlier
    11. Jun 11 post

      • RAG Everything with LEANN: 97% less storage for faster, private AI. See link below 👇

        Read full on X, posted by @RepoGems

        @RepoGems · x.com

    12. 14 days earlier
    13. May 181 post

      • LEANN just won the Best Paper Award at #MLSys26 🥹 still processing this. paper: repo: huge thanks to all the amazing collaborators, advisors, and open-source contributors who made this possible ❤️

        Read full on X, posted by @YichuanM

        @YichuanM · x.com

    14. May 141 post

      • RAG Everything with LEANN: 97% less storage for AI apps. See link below 👇

        Read full on X, posted by @RepoGems

        @RepoGems · x.com

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