wanshuiyin/Auto-claude-code-research-in-sleep — GitHub trend

FINDING #1975 · UNIT ID 1177608268

wanshuiyin/Auto-claude-code-research-in-sleep

ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0208

ENGAGEMENT0.31

FRESHNESS1.25

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

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

8% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

41.60

ACCEL

+0.96

RETENTION

40.5%

PEAK 2026-08-25 · FORK-RETENTION 13.5% · 1,248 STARS / WINDOW

Author Audience

AUDIENCE

1,956

FOLLOWERS

319

OWNER ★

16,397

Engagement Signals

FORKS

1,346

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 1,248 / 1,248 (DIVERSITY 1.00)

Why This Is A Finding

wanshuiyin/Auto-claude-code-research-in-sleep собрал 1,248 звёзд за окно, тогда как у автора всего 319 подписчиков — эффективная аудитория ≈ 1,956. Это даёт surprise-индекс 0.0208 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 13.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 79% 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

SCORE0.010.00+0.01ABOVE 79%

VELOCITY41.603.63+37.97ABOVE 95%

RETENTION40.5%24.8%+15.7 PPABOVE 79%

FORKS1,346120+1,226ABOVE 93%

SURPRISE0.020.01+0.01ABOVE 73%