FINDING #8374 · UNIT ID 1173309453
Master-cai/Research-Paper-Writing-Skills
Skill package for ML/CV/NLP paper writing, curated and adapted from Prof. Peng Sida's open notes for Codex, Claude Code, and Gemini.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
2% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
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
22.14
ACCEL
-0.04
RETENTION
65.6%
PEAK 2026-10-09 · FORK-RETENTION 80.0% · 155 STARS / WINDOW
Author Audience
AUDIENCE
854
FOLLOWERS
94
OWNER ★
7,600
Engagement Signals
FORKS
346
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 155 / 155 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 155 звёзд за окно, тогда как у автора всего 94 подписчиков — эффективная аудитория ≈ 854. Это даёт surprise-индекс 0.0248 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 80.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 14% OF 9747 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9747 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 14%
VELOCITY22.143.57+18.57ABOVE 89%
RETENTION65.6%33.3%+32.2 PPABOVE 89%
FORKS346104+242ABOVE 78%
SURPRISE0.020.01+0.02ABOVE 75%