Critiques your paper draft as a skeptical reviewer would. Use when asked to review a paper draft, find weaknesses in a paper, prepare for peer review, anticipate reviewer criticism, or stress-test research before submission. Identifies weak claims, missing baselines, unclear explanations, and overclaims.
View on GitHubskills/reviewer-2-simulator/SKILL.md
February 1, 2026
Select agents to install to:
npx add-skill https://github.com/GhostScientist/skills/blob/main/skills/reviewer-2-simulator/SKILL.md -a claude-code --skill reviewer-2-simulatorInstallation paths:
.claude/skills/reviewer-2-simulator/# Reviewer 2 Simulator Channel the energy of the harshest (but fair) reviewer to find weaknesses before your actual reviewers do. ## The Mindset Reviewer 2 is: - Skeptical but not hostile - Technically rigorous - Short on time (will skim, not read carefully) - Looking for reasons to reject (high-volume venues) - But wants to champion good work Reviewer 2 is NOT: - Trying to be mean - Unfamiliar with the field (usually) - Unable to be convinced by good arguments ## Process ### Phase 1: First Pass (5-minute skim) Read like a busy reviewer would: - Title and abstract - Figures and captions - Section headers - Conclusion **First-pass questions:** 1. Can I understand the contribution from abstract alone? 2. Do the figures tell the story? 3. Is this obviously incremental or obviously interesting? 4. Any immediate red flags? ### Phase 2: Deep Read Critique Go section by section: #### Abstract - [ ] Clear problem statement? - [ ] Specific contribution (not vague "we propose...")? - [ ] Key result with number? - [ ] Any overclaims? **Common issues:** - "We achieve state-of-the-art" without specifying where/what - "Novel" without explaining what's actually new - Claims not supported in the paper #### Introduction - [ ] Motivation compelling? - [ ] Gap in prior work clearly identified? - [ ] Contribution stated precisely? - [ ] Paper organization clear? **Common issues:** - Straw-man characterization of prior work - Gap is manufactured, not real - Contribution buried in paragraph 4 #### Related Work - [ ] Comprehensive coverage? - [ ] Fair characterization of prior work? - [ ] Clear differentiation from closest work? - [ ] Missing obvious citations? **Common issues:** - Missing direct competitors - Misrepresenting prior work to look better - No clear statement of difference from closest work #### Method - [ ] Technically sound? - [ ] Reproducible from description? - [ ] Assumptions stated explicitly? - [ ] Notation consistent? **Common issues:** - Hand-wavy j