StarTrail-org/LEANN — GitHub trend

FINDING #1620 · UNIT ID 998732712

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.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00606

ENGAGEMENT0.49

FRESHNESS1.01

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

1% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

31.33

ACCEL

+47.00

RETENTION

0.0%

PEAK 2026-10-28 · FORK-RETENTION 0.0% · 94 STARS / WINDOW

Author Audience

AUDIENCE

5,129

FOLLOWERS

134

OWNER ★

24,464

Engagement Signals

FORKS

1,260

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 94 / 94 (DIVERSITY 1.00)

Why This Is A Finding

StarTrail-org/LEANN собрал 94 звёзд за окно, тогда как у автора всего 134 подписчиков — эффективная аудитория ≈ 5,129. Это даёт surprise-индекс 0.00606 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 68% OF 5118 FINDINGS

#01LNPANDY/NX2Apple[ PYTHON ]1.63 #02rddmwmddr/android-ad-cleaner[ PYTHON ]1.24 #03Gathin23/cleanyourtv[ PYTHON ]1.13 #12anonnerdfrenzy/survival-llm[ PYTHON ]0.60 #17sarsonj/rodokmen-skill[ PYTHON ]0.51

METRICS IN CONTEXT

MEDIAN ACROSS ALL 5118 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00+0.00ABOVE 68%

VELOCITY31.335.33+26.00ABOVE 90%

RETENTION0.0%0.0%0.0 PPABOVE 0%

FORKS1,260422+838ABOVE 69%

SURPRISE0.010.00+0.00ABOVE 55%