FINDING #3976 · UNIT ID 1194601021
0xSteph/pentest-ai-agents
Turn Claude Code into your offensive security research assistant. Specialized AI subagents for authorized penetration testing plan engagements, analyze recon, research exploits, build detections, audit STIGs, and write reports.
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
11.09
ACCEL
+0.10
RETENTION
9.4%
PEAK 2026-05-13 · FORK-RETENTION 0.0% · 1,997 STARS / WINDOW
Author Audience
AUDIENCE
515
FOLLOWERS
185
OWNER ★
3,302
Engagement Signals
FORKS
390
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,997 / 1,997 (DIVERSITY 1.00)
Why This Is A Finding
0xSteph/pentest-ai-agents собрал 1,997 звёзд за окно, тогда как у автора всего 185 подписчиков — эффективная аудитория ≈ 515. Это даёт surprise-индекс 0.02 (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 33% 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 33%
VELOCITY11.093.29+7.80ABOVE 84%
RETENTION9.4%11.3%-2.0 PPABOVE 44%
FORKS39099+291ABOVE 84%
SURPRISE0.020.01+0.01ABOVE 75%