FINDING #6192 · 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)
77% 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
40.00
ACCEL
+2.86
RETENTION
41.0%
PEAK 2026-09-08 · FORK-RETENTION 48.5% · 280 STARS / WINDOW
Author Audience
AUDIENCE
154
FOLLOWERS
118
OWNER ★
407
Engagement Signals
FORKS
49
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 280 / 280 (DIVERSITY 1.00)
Why This Is A Finding
i-am-manware/Manware-s-AI-Learning-Toolkit собрал 280 звёзд за окно, тогда как у автора всего 118 подписчиков — эффективная аудитория ≈ 154. Это даёт surprise-индекс 0.21 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 48.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 37% OF 9789 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9789 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 37%
VELOCITY40.003.43+36.57ABOVE 94%
RETENTION41.0%37.5%+3.5 PPABOVE 55%
FORKS49120-71ABOVE 30%
SURPRISE0.210.01+0.20ABOVE 99%