FINDING #800 · 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)
34% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
14.00
ACCEL
+8.00
RETENTION
61.5%
PEAK 2026-09-22 · FORK-RETENTION 0.0% · 42 STARS / WINDOW
Author Audience
AUDIENCE
207
FOLLOWERS
110
OWNER ★
968
Engagement Signals
FORKS
18
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 42 / 42 (DIVERSITY 1.00)
Why This Is A Finding
Jakeschincariol/youtube-agent-skill собрал 42 звёзд за окно, тогда как у автора всего 110 подписчиков — эффективная аудитория ≈ 207. Это даёт surprise-индекс 0.0567 (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 92% OF 9582 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9582 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.030.00+0.03ABOVE 92%
VELOCITY14.005.67+8.33ABOVE 78%
RETENTION61.5%43.8%+17.8 PPABOVE 67%
FORKS18326-308ABOVE 10%
SURPRISE0.060.00+0.05ABOVE 88%