Python · MIT
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.
★ 18.7k
Stars
1.5k forks · 74 open issues
+61/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
62.8
Momentum / 100
see the breakdown below
8mo ago
Created
last push 4d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 34.2 | +61/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 1.3 | last week ran 1.09× the monthly pace |
| Freshness | 15 | 14.9 | last push 4d ago; decays to zero at 180 days |
| Scale | 15 | 12.4 | 18.7k stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 62.8 | sum of the above |
Detail
| Topics | ai-researchai-toolsarisautonomous-agentclaudeclaude-codeclaude-code-skillscodexdeep-learninggptidea-generationllmmachine-learningmcpmcp-serverml-researchopenaipaper-reviewpaper-writingresearch-automation |
| Matched on | Agent Skills & MCP (mcp) LLM & Inference (llm) |
| Short window | +424 stars over 7 days = 60.6/day |
| Long window | +1.4k stars over 26 days = 55.7/day |
| Lifetime average | 77.85 stars/day over 240 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |