About adversarial-review
Adversarial Review is a review skill for surveys, project contributions, and papers, aimed at authors preparing work for acceptance. It audits critical claims against evidence and produces a report without editing the artifact.
Key features
- 01Select standards by artifact type
- 02Audit critical claims against evidence
- 03Review through separate assessment lanes
- 04Group findings by severity
- 05Provide a prioritized revision roadmap
Use cases
- 01Check a paper's fit and soundness before submission
- 02Review whether contribution claims match their evidence
- 03Assess survey coverage and its treatment of research gaps
Install
Copy the command and run it in a terminal.
npx skills add https:/ / github.com/ vincenzoimp/ academic-research-skills --skill adversarial-reviewAfter installing, type/adversarial-reviewin Claude Code to confirm it loaded.
Bundled filesreferences/claim-audit.mdreferences/review-lanes.md
Details
From the project READMEAdversarial Review
Find the objections that would block acceptance before external reviewers do. Review; never fix. Findings go to a report beside the artifact; the artifact itself is never edited by this skill.
Read First
- the artifact under review:
survey/survey.tex+ PDF, or a contribution README + report, or a manuscript +framing.md+venue.md references/review-lanes.md,references/claim-audit.md
Procedure
- Identify the target and the standard it must meet:
- survey → coverage vs
sota/index.md, grouping logic, fairness, and the quality of the gaps section - contribution → badge-checklist truthfulness, methodology (the develop-contribution methodology standard), claim–evidence match
- paper → venue fit and reviewer simulation per
venue.md, novelty, soundness, clarity
- survey → coverage vs
- Read claim-first: contributions/claims, then the evidence offered.
- Run the claim audit on every acceptance-critical claim per
references/claim-audit.md: verify each against the cited synthesis, contribution output, or PDF. - Review through every lane in
references/review-lanes.md; keep lane findings separate until the final synthesis. - Write the report to
reviews/<YYYY-MM-DD>-<scope>.mdbeside the artifact (survey/reviews/,contributions/<slug>/reviews/,papers/<slug>/reviews/— create the folder on demand) with: executive summary and recommendation; strengths with evidence; weaknesses grouped by severity; the claim-audit table; questions the authors must answer; a prioritized revision roadmap.
Criticism Standard
Every major criticism carries: exact claim or location, why it matters, evidence, what would fix or weaken it, severity (fatal / major / moderate / minor), and confidence. No performative harshness; no objection without evidence; polish never excuses methodological weakness.
Done When
- The report exists with all sections, every fatal/major finding is evidence-backed, and no lane finding was dropped during synthesis — if a finding is wrong, the report says why