FINDING #229 · 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)
29% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
99.00
ACCEL
+3.00
RETENTION
60.6%
PEAK 2026-10-09 · FORK-RETENTION 22.5% · 297 STARS / WINDOW
Author Audience
AUDIENCE
1,253
FOLLOWERS
687
OWNER ★
6,330
Engagement Signals
FORKS
315
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 297 / 297 (DIVERSITY 1.00)
Why This Is A Finding
Jakeschincariol/youtube-agent-skill собрал 297 звёзд за окно, тогда как у автора всего 687 подписчиков — эффективная аудитория ≈ 1,253. Это даёт surprise-индекс 0.0766 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 22.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 97% OF 8679 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8679 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.100.00+0.10ABOVE 97%
VELOCITY99.005.67+93.33ABOVE 97%
RETENTION60.6%42.4%+18.1 PPABOVE 74%
FORKS315334-19ABOVE 49%
SURPRISE0.080.00+0.07ABOVE 92%