FINDING #705 · 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)
13% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
16.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-09-23 · FORK-RETENTION 0.0% · 16 STARS / WINDOW
Author Audience
AUDIENCE
207
FOLLOWERS
110
OWNER ★
968
Engagement Signals
FORKS
18
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 16 / 16 (DIVERSITY 1.00)
Why This Is A Finding
Jakeschincariol/youtube-agent-skill собрал 16 звёзд за окно, тогда как у автора всего 110 подписчиков — эффективная аудитория ≈ 207. Это даёт surprise-индекс 0.0648 (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 88% OF 5993 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5993 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.020.00+0.02ABOVE 88%
VELOCITY16.0010.00+6.00ABOVE 69%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS18423-405ABOVE 9%
SURPRISE0.060.01+0.06ABOVE 84%