FINDING #2090 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
6.33
ACCEL
-6.00
RETENTION
17.9%
PEAK 2026-08-27 · FORK-RETENTION 37.5% · 19 STARS / WINDOW
Author Audience
AUDIENCE
761
FOLLOWERS
110
OWNER ★
2,526
Engagement Signals
FORKS
451
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 19 / 19 (DIVERSITY 1.00)
Why This Is A Finding
Armur-Ai/Pentest-Swarm-AI собрал 19 звёзд за окно, тогда как у автора всего 110 подписчиков — эффективная аудитория ≈ 761. Это даёт surprise-индекс 0.0079 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 37.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 77% OF 9102 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9102 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.01ABOVE 77%
VELOCITY6.335.67+0.67ABOVE 53%
RETENTION17.9%45.5%-27.6 PPABOVE 28%
FORKS451340+112ABOVE 56%
SURPRISE0.010.00+0.00ABOVE 60%