FINDING #7099 · 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
18.33
ACCEL
-6.00
RETENTION
48.2%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 55 STARS / WINDOW
Author Audience
AUDIENCE
744
FOLLOWERS
87
OWNER ★
6,573
Engagement Signals
FORKS
311
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 55 / 55 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 55 звёзд за окно, тогда как у автора всего 87 подписчиков — эффективная аудитория ≈ 744. Это даёт surprise-индекс 0.0234 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 18% OF 8663 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8663 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY18.335.67+12.67ABOVE 84%
RETENTION48.2%41.7%+6.5 PPABOVE 55%
FORKS311332-21ABOVE 49%
SURPRISE0.020.00+0.02ABOVE 77%