FINDING #5087 · UNIT ID 1101609416
transilienceai/communitytools
Open-source Claude Code skills, agents, and slash commands for AI-powered penetration testing, bug bounty hunting, and security research
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
58% 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
2.68
ACCEL
-0.02
RETENTION
42.8%
PEAK 2026-04-23 · FORK-RETENTION 0.0% · 241 STARS / WINDOW
Author Audience
AUDIENCE
171
FOLLOWERS
24
OWNER ★
617
Engagement Signals
FORKS
73
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 241 / 241 (DIVERSITY 1.00)
Why This Is A Finding
transilienceai/communitytools собрал 241 звёзд за окно, тогда как у автора всего 24 подписчиков — эффективная аудитория ≈ 171. Это даёт surprise-индекс 0.0127 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 20% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 20%
VELOCITY2.683.99-1.32ABOVE 32%
RETENTION42.8%17.1%+25.6 PPABOVE 92%
FORKS7390-16ABOVE 44%
SURPRISE0.010.01+0.00ABOVE 51%