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How to run a meaning-preserving final pass on a finished paper with Game the LLM Reviewer

Have an agent make small wording edits to a draft and log every change for review.

  • Top pick
  • Research
  • Intermediate
  • 30 minutes
  • From the README
  • Claude Code
  • Codex
  • Cursor

Authorization notice. Game the LLM Reviewer is dual-use. Only use it on software, sites and systems you own or have explicit permission to test.

Remote script. The npx installer fetches the skill from GitHub, so read SKILL.md before running it on your manuscript.

Who it is forA researcher with a finished manuscript who wants a last editing pass before submitting to a venue.

The problemRephrasing the same passage can change an LLM reviewer's score, and rewording every section by hand is slow and hard to audit.

The outcomeA revised copy of the manuscript plus a change note that lists each rhetorical edit, the strategy used, and what meaning was held fixed.

What you need first

  • A finished manuscript the agent can read and write, such as a LaTeX project
  • Git to clone the repository, or Node.js to run the Skills CLI installer
  • A file-capable agent that supports Agent Skills, such as Claude Code or Codex

Steps

  1. Install the skill with npx skills add Michael-Jiahao-Zhang/game-the-llm-reviewer --skill game-the-llm-reviewer, or clone the repo and copy the whole skills/game-the-llm-reviewer/ folder.
  2. Read skills/game-the-llm-reviewer/SKILL.md and the included references before running the edit.
  3. Give the agent your finished manuscript path and ask for a revised copy and changes.md.
  4. Open changes.md and check that each entry keeps the same claims, numbers, citations, and limitations.
  5. Compile the revised LaTeX project or re-read the revised text to confirm nothing broke.

Prompt for your agent

Use the game-the-llm-reviewer skill from the repository Michael-Jiahao-Zhang/game-the-llm-reviewer on <path to finished manuscript>. Read the included sections first, apply small meaning-preserving edits, and save a revised copy and changes.md. Verify that every change note entry keeps the same claims, numbers, and citations as the original.

Caveat. The README says authors stay responsible for the manuscript, so every change note entry should be checked against the original claims and evidence.

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