FINDING #3814 · UNIT ID 1324107430
liujunxibaba/douyin-tiktok-story-skill-agent
Local-first AI Skill and Agent for creating original Douyin and TikTok story scripts with a searchable SQLite reference database.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
54% 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
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
41.33
ACCEL
-1.00
RETENTION
77.1%
PEAK 2026-08-09 · FORK-RETENTION 0.0% · 124 STARS / WINDOW
Author Audience
AUDIENCE
27
FOLLOWERS
2
OWNER ★
251
Engagement Signals
FORKS
6
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 124 / 124 (DIVERSITY 1.00)
Why This Is A Finding
liujunxibaba/douyin-tiktok-story-skill-agent собрал 124 звёзд за окно, тогда как у автора всего 2 подписчиков — эффективная аудитория ≈ 27. Это даёт surprise-индекс 0.62 (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 56% OF 8676 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8676 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 56%
VELOCITY41.335.67+35.67ABOVE 93%
RETENTION77.1%33.3%+43.8 PPABOVE 84%
FORKS6339-333ABOVE 5%
SURPRISE0.620.00+0.61ABOVE 99%