FINDING #4311 · UNIT ID 1031702103
SudoHopeX/KaliGPT
KaliGPT: an Agentic AI (built with Gemini, ChatGPT, Ollama, OpenRouter Models) fine tuned for ethical hackers & students in offensive security making workflows smarter, faster, and more accessible.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
71% 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
4.59
ACCEL
+0.01
RETENTION
9.8%
PEAK 2026-05-24 · FORK-RETENTION 0.0% · 413 STARS / WINDOW
Author Audience
AUDIENCE
130
FOLLOWERS
68
OWNER ★
619
Engagement Signals
FORKS
114
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 413 / 413 (DIVERSITY 1.00)
Why This Is A Finding
SudoHopeX/KaliGPT собрал 413 звёзд за окно, тогда как у автора всего 68 подписчиков — эффективная аудитория ≈ 130. Это даёт surprise-индекс 0.027 (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 32% 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 32%
VELOCITY4.593.99+0.59ABOVE 55%
RETENTION9.8%17.1%-7.4 PPABOVE 29%
FORKS11490+25ABOVE 56%
SURPRISE0.030.01+0.01ABOVE 75%