FINDING #6580 · UNIT ID 1267423357
modelscope/Awesome-Vibe-Research
An open, collaboratively-built repository for AI-assisted scientific research — collecting and curating agents, skills, workflows, tools, and best practices across the full research lifecycle. 面向 AI 辅助科研的开放共建仓库 收集和沉淀科研全流程中的 agents、skills、workflows、tools 与最佳实践
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
75% 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
8.97
ACCEL
-0.66
RETENTION
11.3%
PEAK 2026-06-22 · FORK-RETENTION 0.0% · 269 STARS / WINDOW
Author Audience
AUDIENCE
32,001
FOLLOWERS
6,296
OWNER ★
97,047
Engagement Signals
FORKS
33
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 269 / 269 (DIVERSITY 1.00)
Why This Is A Finding
modelscope/Awesome-Vibe-Research собрал 269 звёзд за окно, тогда как у автора всего 6,296 подписчиков — эффективная аудитория ≈ 32,001. Это даёт surprise-индекс 0.00028 (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 4% OF 6829 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6829 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 4%
VELOCITY8.974.07+4.90ABOVE 74%
RETENTION11.3%26.1%-14.8 PPABOVE 18%
FORKS3389-56ABOVE 25%
SURPRISE0.000.01-0.01ABOVE 7%