FINDING #3802 · UNIT ID 1110046254
SanMuzZzZz/LuaN1aoAgent
LuaN1aoAgent is a cognitive-driven, fully autonomous AI penetration testing agent powered by dual-graph reasoning. It is developed by the Intelligent Offensive and Defensive Security Team led by Professor Lu Hui, Dean of the Institute of Cyberspace Security at Guangzhou University.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
84% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
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
5.14
ACCEL
-0.01
RETENTION
4.0%
PEAK 2026-03-04 · FORK-RETENTION 0.0% · 926 STARS / WINDOW
Author Audience
AUDIENCE
180
FOLLOWERS
69
OWNER ★
1,110
Engagement Signals
FORKS
169
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 926 / 926 (DIVERSITY 1.00)
Why This Is A Finding
SanMuzZzZz/LuaN1aoAgent собрал 926 звёзд за окно, тогда как у автора всего 69 подписчиков — эффективная аудитория ≈ 180. 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 отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 36% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 36%
VELOCITY5.143.29+1.85ABOVE 66%
RETENTION4.0%11.3%-7.3 PPABOVE 17%
FORKS16999+70ABOVE 65%
SURPRISE0.020.01+0.01ABOVE 83%