FINDING #7899 · 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)
8% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
2.13
ACCEL
+0.02
RETENTION
35.7%
PEAK 2026-08-08 · FORK-RETENTION 60.0% · 64 STARS / WINDOW
Author Audience
AUDIENCE
112
FOLLOWERS
33
OWNER ★
791
Engagement Signals
FORKS
158
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 64 / 64 (DIVERSITY 1.00)
Why This Is A Finding
beshuaxian/higgsfield-seedance2-jineng собрал 64 звёзд за окно, тогда как у автора всего 33 подписчиков — эффективная аудитория ≈ 112. Это даёт surprise-индекс 0.014 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 60.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 18% OF 9595 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9595 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY2.133.67-1.53ABOVE 23%
RETENTION35.7%24.6%+11.1 PPABOVE 72%
FORKS158115+43ABOVE 58%
SURPRISE0.010.01+0.01ABOVE 63%