lishix520/academic-paper-skills — GitHub trend

FINDING #8004 · UNIT ID 1127499996

lishix520/academic-paper-skills

Systematic framework for planning and writing academic papers using Claude Code. Includes strategist (planning) and composer (writing) skills with quality checkpoints.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.018

ENGAGEMENT0.40

FRESHNESS1.28

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

8% 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

3.20

ACCEL

+0.04

RETENTION

50.0%

PEAK 2026-08-24 · FORK-RETENTION 16.7% · 96 STARS / WINDOW

Author Audience

AUDIENCE

138

FOLLOWERS

OWNER ★

1,238

Engagement Signals

FORKS

133

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 96 / 96 (DIVERSITY 1.00)

Why This Is A Finding

lishix520/academic-paper-skills собрал 96 звёзд за окно, тогда как у автора всего 14 подписчиков — эффективная аудитория ≈ 138. Это даёт surprise-индекс 0.018 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 16.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 17% OF 9591 FINDINGS

#02guillaumemeyer/watermarks-remover[ PYTHON ]0.42 #09awesome-dsh-plugin/awesome-dsh-plugin[ PYTHON ]0.38 #11wang2122/sprix-sage-router[ PYTHON ]0.36 #16virgiliojr94/book-to-skill[ PYTHON ]0.31 #19ayghri/i-have-adhd[ PYTHON ]0.29

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 17%

VELOCITY3.203.63-0.43ABOVE 44%

RETENTION50.0%24.8%+25.2 PPABOVE 90%

FORKS133120+13ABOVE 53%

SURPRISE0.020.01+0.01ABOVE 70%