FINDING #3934 · UNIT ID 1229774092
elementalsouls/Claude-BugHunter
A Claude Code skill bundle for bug hunting and external red-team work — 71 skills, 15 slash commands, 681 disclosed-report patterns curated across 24 core vulnerability classes, plus enterprise identity + infrastructure attack matrices.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
Growth Telemetry
VELOCITY /D
16.52
ACCEL
+0.30
RETENTION
14.7%
PEAK 2026-05-24 · FORK-RETENTION 0.0% · 2,973 STARS / WINDOW
Author Audience
AUDIENCE
782
FOLLOWERS
276
OWNER ★
5,057
Engagement Signals
FORKS
456
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,973 / 2,973 (DIVERSITY 1.00)
Why This Is A Finding
elementalsouls/Claude-BugHunter собрал 2,973 звёзд за окно, тогда как у автора всего 276 подписчиков — эффективная аудитория ≈ 782. Это даёт surprise-индекс 0.0201 (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 34% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 34%
VELOCITY16.523.29+13.22ABOVE 90%
RETENTION14.7%11.3%+3.3 PPABOVE 60%
FORKS45699+357ABOVE 86%
SURPRISE0.020.01+0.01ABOVE 75%