FINDING #7958 · 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)
3% 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
24.00
ACCEL
+0.04
RETENTION
67.6%
PEAK 2026-08-25 · FORK-RETENTION 50.0% · 168 STARS / WINDOW
Author Audience
AUDIENCE
739
FOLLOWERS
87
OWNER ★
6,515
Engagement Signals
FORKS
308
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 168 / 168 (DIVERSITY 1.00)
Why This Is A Finding
Master-cai/Research-Paper-Writing-Skills собрал 168 звёзд за окно, тогда как у автора всего 87 подписчиков — эффективная аудитория ≈ 739. Это даёт surprise-индекс 0.0308 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 50.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 18% OF 9760 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY24.003.71+20.29ABOVE 90%
RETENTION67.6%38.0%+29.6 PPABOVE 89%
FORKS30886+222ABOVE 79%
SURPRISE0.030.01+0.02ABOVE 78%