FINDING #2044 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
3.67
ACCEL
+1.50
RETENTION
0.0%
PEAK 2026-08-04 · FORK-RETENTION 0.0% · 11 STARS / WINDOW
Author Audience
AUDIENCE
387
FOLLOWERS
230
OWNER ★
1,566
Engagement Signals
FORKS
221
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 11 / 11 (DIVERSITY 1.00)
Why This Is A Finding
scadastrangelove/awesome-ai-security-tools собрал 11 звёзд за окно, тогда как у автора всего 230 подписчиков — эффективная аудитория ≈ 387. Это даёт surprise-индекс 0.0086 (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 77% OF 8924 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8924 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 77%
VELOCITY3.675.67-2.00ABOVE 25%
RETENTION0.0%35.7%-35.7 PPABOVE 0%
FORKS221370-148ABOVE 39%
SURPRISE0.010.00+0.00ABOVE 64%