FINDING #1100 · 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.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
0% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
43.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 43 STARS / WINDOW
Author Audience
AUDIENCE
1,956
FOLLOWERS
319
OWNER ★
16,397
Engagement Signals
FORKS
1,346
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 43 / 43 (DIVERSITY 1.00)
Why This Is A Finding
wanshuiyin/Auto-claude-code-research-in-sleep собрал 43 звёзд за окно, тогда как у автора всего 319 подписчиков — эффективная аудитория ≈ 1,956. Это даёт surprise-индекс 0.0215 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 81% OF 5892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.01ABOVE 81%
VELOCITY43.009.00+34.00ABOVE 89%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS1,346433+913ABOVE 71%
SURPRISE0.020.01+0.02ABOVE 71%