FINDING #2274 · 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
7.33
ACCEL
+1.50
RETENTION
0.0%
PEAK 2026-07-15 · FORK-RETENTION 0.0% · 22 STARS / WINDOW
Author Audience
AUDIENCE
663
FOLLOWERS
101
OWNER ★
2,170
Engagement Signals
FORKS
400
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 22 / 22 (DIVERSITY 1.00)
Why This Is A Finding
Armur-Ai/Pentest-Swarm-AI собрал 22 звёзд за окно, тогда как у автора всего 101 подписчиков — эффективная аудитория ≈ 663. Это даёт surprise-индекс 0.0104 (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 55% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 55%
VELOCITY7.336.67+0.67ABOVE 53%
RETENTION0.0%46.5%-46.5 PPABOVE 0%
FORKS400116+284ABOVE 79%
SURPRISE0.010.01-0.00ABOVE 42%