StarTrail-org/LEANN — GitHub trend

FINDING #5530 · 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

SURPRISE0.0015

ENGAGEMENT1.00

FRESHNESS1.07

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

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

2% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

7.80

ACCEL

+0.66

RETENTION

0.0%

PEAK 2026-10-28 · FORK-RETENTION 0.0% · 234 STARS / WINDOW

Author Audience

AUDIENCE

5,161

FOLLOWERS

134

OWNER ★

24,464

Engagement Signals

FORKS

1,260

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 234 / 234 (DIVERSITY 1.00)

Why This Is A Finding

StarTrail-org/LEANN собрал 234 звёзд за окно, тогда как у автора всего 134 подписчиков — эффективная аудитория ≈ 5,161. Это даёт surprise-индекс 0.0015 (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 43% OF 9696 FINDINGS

#02Gathin23/cleanyourtv[ PYTHON ]0.89 #10rehan-remade/universal-modder[ PYTHON ]0.43 #16cranebeaker/coop-anything[ PYTHON ]0.39 #19TecnaGamer/BeamNG.Earth[ PYTHON ]0.34 #20Edwardxlai/easyread[ PYTHON ]0.34

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9696 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 43%

VELOCITY7.803.77+4.03ABOVE 73%

RETENTION0.0%19.4%-19.4 PPABOVE 0%

FORKS1,260176+1,084ABOVE 87%

SURPRISE0.000.01-0.00ABOVE 23%