FINDING #2428 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
3.00
ACCEL
+1.00
RETENTION
60.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 9 STARS / WINDOW
Author Audience
AUDIENCE
180
FOLLOWERS
69
OWNER ★
1,110
Engagement Signals
FORKS
169
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 9 / 9 (DIVERSITY 1.00)
Why This Is A Finding
SanMuzZzZz/LuaN1aoAgent собрал 9 звёзд за окно, тогда как у автора всего 69 подписчиков — эффективная аудитория ≈ 180. Это даёт surprise-индекс 0.0136 (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 52% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 52%
VELOCITY3.006.67-3.67ABOVE 8%
RETENTION60.0%46.5%+13.5 PPABOVE 64%
FORKS169116+53ABOVE 59%
SURPRISE0.010.01-0.00ABOVE 49%