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

• highreadme#1

  Reposition README opening to clarify unique value and category

  原因：

  当前

  💡 *Use ARIS as a skill-based workflow in Claude Code / [Codex CLI]...*
  
  🌱 *ARIS is a methodology, not a platform.*

  复制粘贴的修复

  复制

  ARIS ⚔️ (Auto-Research-In-Sleep) is a lightweight, Markdown-only system for autonomous ML research, designed to automate cross-model review loops, idea discovery, and experiment automation. It provides a framework-agnostic methodology for LLM agents like Claude Code, Codex, or OpenClaw to conduct unattended research workflows, from scientific paper review to experiment design.

  待办完成忽略
• mediumhomepage#2

  Add a homepage URL

  原因：

  复制粘贴的修复

  复制

  https://wanshuiyin.github.io/Auto-claude-code-research-in-sleep/ARIS_INTRO.html

  待办完成忽略
• mediumtopics#3

  Refine topics to emphasize research workflow and experiment design

  原因：

  当前

  ai-research, ai-tools, aris, autonomous-agent, claude, claude-code, claude-code-skills, codex, deep-learning, gpt, idea-generation, llm, machine-learning, mcp, mcp-server, ml-research, openai, paper-review, paper-writing, research-automation

  复制粘贴的修复

  复制

  ai-research, ai-tools, aris, autonomous-agent, claude, claude-code, claude-code-skills, codex, deep-learning, gpt, idea-generation, llm, machine-learning, mcp, mcp-server, ml-research, openai, paper-review, paper-writing, research-automation, research-workflow, experiment-design, scientific-automation

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to automate machine learning research workflows using AI agents for idea generation?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain (langchain-ai/langchain)
  2. OpenAI GPT-4
  3. Claude 3 Opus
  4. Google Gemini Advanced
  5. AutoGPT (Significant-Gravitas/AutoGPT)
  6. BabyAGI (yoheinakajima/babyagi)
  7. SuperAGI (SuperAGI/SuperAGI)
  8. CrewAI (joaomdmoura/crewAI)
  9. Hugging Face `transformers` library (huggingface/transformers)
  10. Weights & Biases (W&B)
  11. W&B Prompts
  12. AutoGen (microsoft/autogen)
  13. DeepMind AlphaCode 2
  14. GitHub Copilot Enterprise
  15. Google Codey

  AI 推荐了 15 个替代方案，却始终没点名 wanshuiyin/Auto-claude-code-research-in-sleep。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Seeking a tool for automating scientific paper review and experiment design with large language models.

  你：未被推荐
  AI 推荐顺序：

  1. Elicit
  2. Scite.ai
  3. Semantic Scholar
  4. Connected Papers
  5. ChatGPT
  6. BioGPT
  7. Galactica

  AI 推荐了 7 个替代方案，却始终没点名 wanshuiyin/Auto-claude-code-research-in-sleep。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of wanshuiyin/Auto-claude-code-research-in-sleep?

  pass
  ⚠AI 未点名 wanshuiyin/Auto-claude-code-research-in-sleep —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts wanshuiyin/Auto-claude-code-research-in-sleep in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 wanshuiyin/Auto-claude-code-research-in-sleep

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo wanshuiyin/Auto-claude-code-research-in-sleep solve, and who is the primary audience?

  pass
  ⚠AI 未点名 wanshuiyin/Auto-claude-code-research-in-sleep —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？