FINDING #5503 · UNIT ID 1343011496
Vincentwei1021/video-talkcraft
Agent skill that turns Claude Code / Codex into a motion-design studio for voiceover-driven explainer videos — word-level voiceover sync, 78 motion recipe cards, an anti-slideshow camera system, Remotion rendering.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
63% 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
111.67
ACCEL
+96.50
RETENTION
0.0%
PEAK 2026-09-01 · FORK-RETENTION 0.0% · 335 STARS / WINDOW
Author Audience
AUDIENCE
860
FOLLOWERS
103
OWNER ★
7,718
Engagement Signals
FORKS
46
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 335 / 335 (DIVERSITY 1.00)
Why This Is A Finding
Vincentwei1021/video-talkcraft собрал 335 звёзд за окно, тогда как у автора всего 103 подписчиков — эффективная аудитория ≈ 860. Это даёт surprise-индекс 0.12 (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 39% OF 8979 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8979 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 39%
VELOCITY111.675.67+106.00ABOVE 98%
RETENTION0.0%40.0%-40.0 PPABOVE 0%
FORKS46338-292ABOVE 18%
SURPRISE0.120.00+0.12ABOVE 95%