FINDING #2270 · 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)
12% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
8.47
ACCEL
-0.41
RETENTION
20.9%
PEAK 2026-06-22 · FORK-RETENTION 0.0% · 254 STARS / WINDOW
Author Audience
AUDIENCE
663
FOLLOWERS
101
OWNER ★
2,170
Engagement Signals
FORKS
400
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 254 / 254 (DIVERSITY 1.00)
Why This Is A Finding
Armur-Ai/Pentest-Swarm-AI собрал 254 звёзд за окно, тогда как у автора всего 101 подписчиков — эффективная аудитория ≈ 663. Это даёт surprise-индекс 0.012 (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 64% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 64%
VELOCITY8.474.23+4.23ABOVE 71%
RETENTION20.9%29.4%-8.5 PPABOVE 33%
FORKS40092+308ABOVE 82%
SURPRISE0.010.01-0.00ABOVE 50%