FINDING #3354 · UNIT ID 1038201582
darkzOGx/youtube-automation-agent
🎬 Fully automated YouTube channel management with AI agents. Creates, optimizes & publishes videos 24/7. Works with FREE Gemini API or OpenAI. No coding required!
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
92% 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
16.41
ACCEL
-0.09
RETENTION
14.6%
PEAK 2026-05-14 · FORK-RETENTION 0.0% · 1,477 STARS / WINDOW
Author Audience
AUDIENCE
214
FOLLOWERS
52
OWNER ★
1,621
Engagement Signals
FORKS
399
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,477 / 1,477 (DIVERSITY 1.00)
Why This Is A Finding
darkzOGx/youtube-automation-agent собрал 1,477 звёзд за окно, тогда как у автора всего 52 подписчиков — эффективная аудитория ≈ 214. Это даёт surprise-индекс 0.0646 (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 47% 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 47%
VELOCITY16.413.99+12.42ABOVE 86%
RETENTION14.6%17.1%-2.5 PPABOVE 44%
FORKS39990+310ABOVE 84%
SURPRISE0.060.01+0.05ABOVE 97%