FINDING #6089 · 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)
78% 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
9.30
ACCEL
-0.60
RETENTION
11.8%
PEAK 2026-06-22 · FORK-RETENTION 0.0% · 279 STARS / WINDOW
Author Audience
AUDIENCE
31,984
FOLLOWERS
6,296
OWNER ★
96,960
Engagement Signals
FORKS
33
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 279 / 279 (DIVERSITY 1.00)
Why This Is A Finding
modelscope/Awesome-Vibe-Research собрал 279 звёзд за окно, тогда как у автора всего 6,296 подписчиков — эффективная аудитория ≈ 31,984. Это даёт surprise-индекс 0.00029 (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 3% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 3%
VELOCITY9.304.23+5.07ABOVE 73%
RETENTION11.8%29.4%-17.6 PPABOVE 15%
FORKS3392-59ABOVE 24%
SURPRISE0.000.01-0.01ABOVE 7%