FINDING #3522 · UNIT ID 1358378778
i-am-manware/Manware-s-AI-Learning-Toolkit
An AI toolkit that turns agents into teachers rather than code yapping machines
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
65% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
74.00
ACCEL
-31.50
RETENTION
54.7%
PEAK 2026-09-08 · FORK-RETENTION 39.3% · 222 STARS / WINDOW
Author Audience
AUDIENCE
151
FOLLOWERS
113
OWNER ★
384
Engagement Signals
FORKS
38
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 222 / 222 (DIVERSITY 1.00)
Why This Is A Finding
i-am-manware/Manware-s-AI-Learning-Toolkit собрал 222 звёзд за окно, тогда как у автора всего 113 подписчиков — эффективная аудитория ≈ 151. Это даёт surprise-индекс 0.39 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 39.3% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 59% OF 8554 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8554 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 59%
VELOCITY74.005.33+68.67ABOVE 96%
RETENTION54.7%40.0%+14.7 PPABOVE 68%
FORKS38331-293ABOVE 16%
SURPRISE0.390.00+0.38ABOVE 99%