FINDING #305 · 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
58.33
ACCEL
+85.00
RETENTION
0.0%
PEAK 2026-09-19 · FORK-RETENTION 0.0% · 175 STARS / WINDOW
Author Audience
AUDIENCE
463
FOLLOWERS
256
OWNER ★
2,073
Engagement Signals
FORKS
358
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 175 / 175 (DIVERSITY 1.00)
Why This Is A Finding
scadastrangelove/awesome-ai-security-tools собрал 175 звёзд за окно, тогда как у автора всего 256 подписчиков — эффективная аудитория ≈ 463. Это даёт surprise-индекс 0.12 (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 97% OF 9808 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9808 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.070.00+0.07ABOVE 97%
VELOCITY58.336.00+52.33ABOVE 94%
RETENTION0.0%33.3%-33.3 PPABOVE 0%
FORKS358184+174ABOVE 65%
SURPRISE0.120.01+0.11ABOVE 93%