FINDING #4445 · UNIT ID 983511414
AISecurityLab/hackagent
HackAgent is an open-source security toolkit to detect vulnerabilities of your AI Agents
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
80% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
2.74
ACCEL
+0.10
RETENTION
23.8%
PEAK 2026-07-08 · FORK-RETENTION 0.0% · 247 STARS / WINDOW
Author Audience
AUDIENCE
77
FOLLOWERS
10
OWNER ★
287
Engagement Signals
FORKS
58
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 247 / 247 (DIVERSITY 1.00)
Why This Is A Finding
AISecurityLab/hackagent собрал 247 звёзд за окно, тогда как у автора всего 10 подписчиков — эффективная аудитория ≈ 77. Это даёт surprise-индекс 0.0234 (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 30% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 30%
VELOCITY2.743.99-1.25ABOVE 34%
RETENTION23.8%17.1%+6.7 PPABOVE 65%
FORKS5890-31ABOVE 37%
SURPRISE0.020.01+0.01ABOVE 70%