FINDING #7395 · UNIT ID 1373084533
Jakeschincariol/youtube-agent-skill
Eleven Claude skills that run a YouTube channel: scripts off 21 hook formulas with a scored hook, title and thumbnail linted as one pairing, an edit decision list from your transcript, a retention reader that finds where viewers actually leave, a Shorts cutter, and a virality engine. Free, MIT.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
50% 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
Growth Telemetry
VELOCITY /D
74.57
ACCEL
+7.86
RETENTION
60.6%
PEAK 2026-10-09 · FORK-RETENTION 14.7% · 522 STARS / WINDOW
Author Audience
AUDIENCE
1,320
FOLLOWERS
687
OWNER ★
6,330
Engagement Signals
FORKS
315
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 522 / 522 (DIVERSITY 1.00)
Why This Is A Finding
Jakeschincariol/youtube-agent-skill собрал 522 звёзд за окно, тогда как у автора всего 687 подписчиков — эффективная аудитория ≈ 1,320. Это даёт surprise-индекс 0.0548 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 14.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 24% OF 9757 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9757 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 24%
VELOCITY74.573.57+71.00ABOVE 97%
RETENTION60.6%40.0%+20.6 PPABOVE 82%
FORKS315112+203ABOVE 74%
SURPRISE0.050.01+0.05ABOVE 90%