FINDING #3707 · UNIT ID 1205553467
beshuaxian/higgsfield-seedance2-jineng
Seedance 2.0 × Higgsfield 技能集 | 15 Claude prompt skills for AI video generation — cinematic, 3D CGI, anime, e-commerce ads, music videos & more. Each skill: 2-second hook framework, camera encyclopedia, 5+ production prompts. 含2秒钩子框架、摄像机百科、行业最佳实践提示词工程
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
78% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · S10
Growth Telemetry
VELOCITY /D
5.87
ACCEL
-0.16
RETENTION
14.1%
PEAK 2026-04-17 · FORK-RETENTION 0.0% · 528 STARS / WINDOW
Author Audience
AUDIENCE
97
FOLLOWERS
29
OWNER ★
681
Engagement Signals
FORKS
137
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 528 / 528 (DIVERSITY 1.00)
Why This Is A Finding
beshuaxian/higgsfield-seedance2-jineng собрал 528 звёзд за окно, тогда как у автора всего 29 подписчиков — эффективная аудитория ≈ 97. Это даёт surprise-индекс 0.0428 (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 42% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 42%
VELOCITY5.873.99+1.87ABOVE 64%
RETENTION14.1%17.1%-3.0 PPABOVE 42%
FORKS13790+48ABOVE 61%
SURPRISE0.040.01+0.03ABOVE 90%