Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.
idea-creator
idea-creator is an open-source data skill for Claude Code and compatible agents, published by wanshuiyin. Its author describes it as: “Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.”. The project has 15k stars on GitHub and is available under the MIT license. Add it to your setup with `git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/idea-creator`.
What idea-creator does
Generate publishable research ideas for: $ARGUMENTS
Installation
Add idea-creator to your agent with:
git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/idea-creator Always review a skill's source before installing it. This command comes from the skill's public repository; the linked repo is the source of truth for exact setup steps.
What's inside
The SKILL.md for idea-creator is organised into these sections:
- Overview
- Constants
- Reviewer Calling Convention
- Workflow
- Phase 0: Load Research Wiki (if active)
- Phase 1: Landscape Survey (5-10 min)
- Phase 1.5: Parallel lens fan-out (Tier-aware) — breadth, not verdict
- Phase 2: Idea Generation (brainstorm with external LLM)
- Phase 3: Mechanical consolidation + objective feasibility gate
- Phase 4: Deep Validation (the cross-model jury)
- Phase 5: Parallel Pilot Experiments (for top 2-3 ideas)
- Phase 6: Output — Ranked Idea Report
When to use it
Reach for idea-creator when you want data help from your agent without writing the same instructions every session. Load the skill and the agent picks it up automatically for relevant tasks.
Strengths
- Clear MIT license — safe to read and adapt
- Ships in wanshuiyin/Auto-claude-code-research-in-sleep, an established project with 14,858 GitHub stars
- Actively maintained (recent commits)
Topics
Frequently asked questions
- What does idea-creator do?
- Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
- How do I install idea-creator?
- Run git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/idea-creator in your agent, then reload your skills. Review the source at https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep before installing.
- Is idea-creator free to use?
- Yes. idea-creator is free and open source under the MIT license, so you can read, run, and adapt it within that license's terms.
- Where does idea-creator come from?
- idea-creator ships inside wanshuiyin/Auto-claude-code-research-in-sleep, a repository that contains 41 catalogued skills in total. The repository's 14,858 GitHub stars apply to that whole collection, not to this skill on its own.
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