FINDING #5653 · UNIT ID 1226354493
Upload-Post/skill-autoshorts
Daily viral-clip pipeline: Whisper + Gemini 3 Flash + Upload-Post. Picks one long video per day, cuts the best moments, asks you on your phone which to publish, and learns from engagement data over time.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
39% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · S10
Growth Telemetry
VELOCITY /D
1.53
ACCEL
-0.05
RETENTION
9.4%
PEAK 2026-06-22 · FORK-RETENTION 0.0% · 46 STARS / WINDOW
Author Audience
AUDIENCE
163
FOLLOWERS
39
OWNER ★
426
Engagement Signals
FORKS
21
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 46 / 46 (DIVERSITY 1.00)
Why This Is A Finding
Upload-Post/skill-autoshorts собрал 46 звёзд за окно, тогда как у автора всего 39 подписчиков — эффективная аудитория ≈ 163. Это даёт surprise-индекс 0.00755 (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 10% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 10%
VELOCITY1.534.23-2.70ABOVE 1%
RETENTION9.4%29.4%-20.0 PPABOVE 12%
FORKS2192-71ABOVE 16%
SURPRISE0.010.01-0.00ABOVE 39%