Individual skill
auto-paper-improvement-loop
Autonomously improve a generated paper via Gemini review through gemini-review MCP → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.
skills/skills-codex-gemini-review/auto-paper-improvement-loop/SKILL.md
Source commit 2901234ad2954cd2388ced8d3aed2ed9de42803a
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- Last checked
- Nov 9, 2026
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- Repository last updated
- Nov 11, 2026
- License
- MIT
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- 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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> Override for Codex users who want **Gemini**, not a second Codex agent, to act as the reviewer. Install this package **after** `skills/skills-codex/*`.
# Auto Paper Improvement Loop: Review → Fix → Recompile
> **Gemini overlay assurance:** `review_independence: cross-family` and `acceptance_status: accepted`.
Autonomously improve the paper at: **$ARGUMENTS**
## Context
This skill is designed to run **after** Workflow 3 (`/paper-plan` → `/paper-figure` → `/paper-write` → `/paper-compile`). It takes a compiled paper and iteratively improves it through external LLM review.
Unlike `/auto-review-loop` (which iterates on **research** — running experiments, collecting data, rewriting narrative), this skill iterates on **paper writing quality** — fixing theoretical inconsistencies, softening overclaims, adding missing content, and improving presentation.
