FINDING #7736 · 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)
1% 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
23.00
ACCEL
+2.50
RETENTION
0.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 69 STARS / WINDOW
Author Audience
AUDIENCE
739
FOLLOWERS
87
OWNER ★
6,515
Engagement Signals
FORKS
308
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 69 / 69 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 69 звёзд за окно, тогда как у автора всего 87 подписчиков — эффективная аудитория ≈ 739. Это даёт surprise-индекс 0.0295 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 19% OF 9558 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9558 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 19%
VELOCITY23.005.67+17.33ABOVE 87%
RETENTION0.0%42.9%-42.9 PPABOVE 0%
FORKS308333-25ABOVE 48%
SURPRISE0.030.00+0.03ABOVE 81%