FINDING #7713 · 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)
10% 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
20.70
ACCEL
-0.09
RETENTION
53.8%
PEAK 2026-08-04 · FORK-RETENTION 88.9% · 621 STARS / WINDOW
Author Audience
AUDIENCE
744
FOLLOWERS
87
OWNER ★
6,573
Engagement Signals
FORKS
311
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 621 / 621 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 621 звёзд за окно, тогда как у автора всего 87 подписчиков — эффективная аудитория ≈ 744. Это даёт surprise-индекс 0.0264 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 88.9% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 20% OF 9593 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9593 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 20%
VELOCITY20.703.63+17.07ABOVE 90%
RETENTION53.8%25.0%+28.8 PPABOVE 93%
FORKS311117+194ABOVE 74%
SURPRISE0.030.01+0.02ABOVE 78%