FINDING #4179 · 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)
90% 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
2.90
ACCEL
+0.03
RETENTION
9.8%
PEAK 2026-05-24 · FORK-RETENTION 0.0% · 522 STARS / WINDOW
Author Audience
AUDIENCE
130
FOLLOWERS
68
OWNER ★
619
Engagement Signals
FORKS
114
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 522 / 522 (DIVERSITY 1.00)
Why This Is A Finding
SudoHopeX/KaliGPT собрал 522 звёзд за окно, тогда как у автора всего 68 подписчиков — эффективная аудитория ≈ 130. Это даёт surprise-индекс 0.0171 (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 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 30%
VELOCITY2.903.29-0.39ABOVE 44%
RETENTION9.8%11.3%-1.6 PPABOVE 45%
FORKS11499+15ABOVE 54%
SURPRISE0.020.01+0.01ABOVE 68%