FINDING #2573 · 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)
11% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
8.97
ACCEL
+0.67
RETENTION
27.2%
PEAK 2026-08-24 · FORK-RETENTION 37.2% · 269 STARS / WINDOW
Author Audience
AUDIENCE
760
FOLLOWERS
110
OWNER ★
2,521
Engagement Signals
FORKS
449
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 269 / 269 (DIVERSITY 1.00)
Why This Is A Finding
Armur-Ai/Pentest-Swarm-AI собрал 269 звёзд за окно, тогда как у автора всего 110 подписчиков — эффективная аудитория ≈ 760. Это даёт surprise-индекс 0.0112 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 37.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 73% OF 9591 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.01ABOVE 73%
VELOCITY8.973.63+5.33ABOVE 77%
RETENTION27.2%24.8%+2.4 PPABOVE 54%
FORKS449120+329ABOVE 81%
SURPRISE0.010.01+0.00ABOVE 58%