StarTrail-org/LEANN — GitHub trend

FINDING #3192 · UNIT ID 998732712

StarTrail-org/LEANN

[MLsys2026]: 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

SURPRISE0.00094

ENGAGEMENT0.20

FRESHNESS1.00

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

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

0% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

4.00

ACCEL

0.00

RETENTION

100.0%

PEAK 2026-07-25 · FORK-RETENTION 0.0% · 12 STARS / WINDOW

Author Audience

AUDIENCE

4,216

FOLLOWERS

OWNER ★

20,189

Engagement Signals

FORKS

1,149

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 12 / 12 (DIVERSITY 1.00)

Why This Is A Finding

StarTrail-org/LEANN собрал 12 звёзд за окно, тогда как у автора всего 97 подписчиков — эффективная аудитория ≈ 4,216. Это даёт surprise-индекс 0.00094 (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 29% OF 4503 FINDINGS

#09Role1776/netmon[ PYTHON ]0.38 #16NInagusev47/Silent-Crypto-Miner[ PYTHON ]0.29 #20MDX-Tom/gpt-5.6-instruct[ PYTHON ]0.26 #22img2threejs/img2threejs[ PYTHON ]0.24 #25Lumen-Labs/brainapi2[ PYTHON ]0.24

METRICS IN CONTEXT

MEDIAN ACROSS ALL 4503 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 29%

VELOCITY4.005.33-1.33ABOVE 33%

RETENTION100.0%0.0%+100.0 PPABOVE 97%

FORKS1,149457+692ABOVE 66%

SURPRISE0.000.00-0.00ABOVE 30%