FINDING #4335 · 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)
92% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
10.47
ACCEL
+0.11
RETENTION
6.5%
PEAK 2026-05-31 · FORK-RETENTION 0.0% · 1,884 STARS / WINDOW
Author Audience
AUDIENCE
663
FOLLOWERS
101
OWNER ★
2,170
Engagement Signals
FORKS
400
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,884 / 1,884 (DIVERSITY 1.00)
Why This Is A Finding
Armur-Ai/Pentest-Swarm-AI собрал 1,884 звёзд за окно, тогда как у автора всего 101 подписчиков — эффективная аудитория ≈ 663. Это даёт surprise-индекс 0.0149 (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 27% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 27%
VELOCITY10.473.29+7.17ABOVE 83%
RETENTION6.5%11.3%-4.8 PPABOVE 31%
FORKS40099+301ABOVE 84%
SURPRISE0.010.01+0.00ABOVE 62%