FINDING #1939 · 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)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
4.57
ACCEL
+0.25
RETENTION
19.4%
PEAK 2026-07-31 · FORK-RETENTION 80.0% · 32 STARS / WINDOW
Author Audience
AUDIENCE
387
FOLLOWERS
230
OWNER ★
1,566
Engagement Signals
FORKS
221
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 32 / 32 (DIVERSITY 1.00)
Why This Is A Finding
scadastrangelove/awesome-ai-security-tools собрал 32 звёзд за окно, тогда как у автора всего 230 подписчиков — эффективная аудитория ≈ 387. Это даёт surprise-индекс 0.0107 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 80.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 80% OF 9754 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9754 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.01ABOVE 80%
VELOCITY4.573.43+1.14ABOVE 60%
RETENTION19.4%37.5%-18.1 PPABOVE 26%
FORKS221131+90ABOVE 63%
SURPRISE0.010.01+0.00ABOVE 63%