FINDING #1066 · UNIT ID 777597786
Armur-Ai/Pentest-Swarm-AI
Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go, Claude API, and 7+ native security tools.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
8% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
25.86
ACCEL
-3.00
RETENTION
27.2%
PEAK 2026-08-24 · FORK-RETENTION 57.1% · 181 STARS / WINDOW
Author Audience
AUDIENCE
760
FOLLOWERS
110
OWNER ★
2,521
Engagement Signals
FORKS
449
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 181 / 181 (DIVERSITY 1.00)
Why This Is A Finding
Armur-Ai/Pentest-Swarm-AI собрал 181 звёзд за окно, тогда как у автора всего 110 подписчиков — эффективная аудитория ≈ 760. Это даёт surprise-индекс 0.0323 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 57.1% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 89% OF 9760 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.020.00+0.02ABOVE 89%
VELOCITY25.863.71+22.14ABOVE 91%
RETENTION27.2%38.0%-10.8 PPABOVE 35%
FORKS44986+363ABOVE 86%
SURPRISE0.030.01+0.02ABOVE 79%