FINDING #3947 · 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)
89% 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
19.77
ACCEL
-0.43
RETENTION
9.4%
PEAK 2026-05-13 · FORK-RETENTION 0.0% · 1,779 STARS / WINDOW
Author Audience
AUDIENCE
515
FOLLOWERS
185
OWNER ★
3,302
Engagement Signals
FORKS
390
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,779 / 1,779 (DIVERSITY 1.00)
Why This Is A Finding
0xSteph/pentest-ai-agents собрал 1,779 звёзд за окно, тогда как у автора всего 185 подписчиков — эффективная аудитория ≈ 515. Это даёт surprise-индекс 0.0356 (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 38% 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 38%
VELOCITY19.773.99+15.77ABOVE 89%
RETENTION9.4%17.1%-7.8 PPABOVE 28%
FORKS39090+301ABOVE 84%
SURPRISE0.040.01+0.02ABOVE 84%