FINDING #6825 · 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
19.67
ACCEL
+7.00
RETENTION
85.2%
PEAK 2026-10-11 · FORK-RETENTION 0.0% · 59 STARS / WINDOW
Author Audience
AUDIENCE
851
FOLLOWERS
94
OWNER ★
7,600
Engagement Signals
FORKS
346
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 59 / 59 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 59 звёзд за окно, тогда как у автора всего 94 подписчиков — эффективная аудитория ≈ 851. Это даёт surprise-индекс 0.0221 (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 15% OF 8038 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8038 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY19.675.67+14.00ABOVE 84%
RETENTION85.2%14.3%+70.9 PPABOVE 91%
FORKS346333+14ABOVE 51%
SURPRISE0.020.01+0.02ABOVE 75%