Individual skill
research-refine
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative Claude review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.
skills/skills-codex-claude-review/research-refine/SKILL.md
Source commit 2901234ad2954cd2388ced8d3aed2ed9de42803a
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Instructions only
- Last checked
- Nov 9, 2026
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Repository context
- Repository stars (not skill ratings)
- 18,965
- Repository last updated
- Nov 8, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-research Repository topic
- autonomous-agent Repository topic
- claude-code Repository topic
- codex Repository topic
- mcp Repository topic
- ml-research Repository topic
- paper-review Repository topic
- research-automation Repository topic
- ai-tools Repository topic
- claude Repository topic
- research Derived category
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SKILL.mdcore · 32,172 bytes
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> Override for Codex users who want **Claude Code**, not a second Codex agent, to act as the reviewer. Install this package **after** `skills/skills-codex/*`.
>
> This reviewer is a different model family from the Codex executor. Every overlay trace/audit records:
>
> ```yaml
> review_independence: cross-family
> acceptance_status: accepted
> ```
# Research Refine: Problem-Anchored, Elegant, Frontier-Aware Plan Refinement
Refine and concretize: **$ARGUMENTS**
## Overview