FINDING #30 · UNIT ID 1251301903
scadastrangelove/awesome-ai-security-tools
A curated list of public-source, research, and commercial tools for AI security and AI-assisted cybersecurity — autotriage, agent security, AI/ML supply chain, pentest agents, AI SAST, LLM-driven fuzzing, threat intelligence, SOC/SIEM triage, reverse engineering, LLM red-teaming, and more.
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
171.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-09-19 · FORK-RETENTION 0.0% · 171 STARS / WINDOW
Author Audience
AUDIENCE
463
FOLLOWERS
256
OWNER ★
2,073
Engagement Signals
FORKS
358
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 171 / 171 (DIVERSITY 1.00)
Why This Is A Finding
scadastrangelove/awesome-ai-security-tools собрал 171 звёзд за окно, тогда как у автора всего 256 подписчиков — эффективная аудитория ≈ 463. Это даёт surprise-индекс 0.34 (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 99% OF 5307 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5307 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.390.00+0.39ABOVE 99%
VELOCITY171.009.00+162.00ABOVE 98%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS358432-74ABOVE 47%
SURPRISE0.340.01+0.33ABOVE 98%