FINDING #3345 · 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)
74% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
42.44
ACCEL
+0.08
RETENTION
25.7%
PEAK 2026-05-06 · FORK-RETENTION 0.0% · 3,820 STARS / WINDOW
Author Audience
AUDIENCE
617
FOLLOWERS
85
OWNER ★
5,320
Engagement Signals
FORKS
259
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 3,820 / 3,820 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 3,820 звёзд за окно, тогда как у автора всего 85 подписчиков — эффективная аудитория ≈ 617. Это даёт surprise-индекс 0.0646 (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 48% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 48%
VELOCITY42.443.99+38.45ABOVE 95%
RETENTION25.7%17.1%+8.6 PPABOVE 69%
FORKS25990+170ABOVE 76%
SURPRISE0.060.01+0.05ABOVE 97%