FINDING #2251 · 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
4.29
ACCEL
-1.18
RETENTION
21.8%
PEAK 2026-08-10 · FORK-RETENTION 66.7% · 30 STARS / WINDOW
Author Audience
AUDIENCE
407
FOLLOWERS
239
OWNER ★
1,683
Engagement Signals
FORKS
251
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 30 / 30 (DIVERSITY 1.00)
Why This Is A Finding
scadastrangelove/awesome-ai-security-tools собрал 30 звёзд за окно, тогда как у автора всего 239 подписчиков — эффективная аудитория ≈ 407. Это даёт surprise-индекс 0.00958 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 66.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 77% OF 9721 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9721 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 77%
VELOCITY4.293.29+1.00ABOVE 59%
RETENTION21.8%25.7%-3.9 PPABOVE 42%
FORKS251169+82ABOVE 59%
SURPRISE0.010.00+0.00ABOVE 65%