Advanced AI Adversarial Review for Academic Papers
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Advanced AI Adversarial Review for Academic Papers
This AI agent skill initiates an adversarial peer-review process for academic papers, aiming to identify potential weaknesses before actual submission. By deploying a swarm of persona subagents—such as a hostile theorist, experimentalist, statistician, journal editor, citation auditor, and figure critic—it synthesizes critiques into a ranked list of suggested revisions, including defense experiments.
What this skill does
Spawns multiple persona subagents, each with a specific focus like statistics or citations.
Conducts a thorough adversarial review for drafts, reports, or manuscripts.
Produces a prioritized list of critiques and suggested modifications.
Highlights areas that might lead to desk rejection, unsupported claims, or statistical shortcomings.
Supports pre-submission audits or internal circulation reviews.
Who it is for
Researchers preparing papers for journal or conference submission.
Teams seeking rigorous critiques before circulating technical memos internally.
Authors drafting responses for revise-and-resubmit scenarios.
Those wanting to simulate a harsh peer review before real submission.
Use cases
Pre-submission audits for journals such as PRX, JCAP, JOSS, or conferences.
Internal review for research reports to uncover significant issues prior to distribution.
Predicting potential critiques for response drafting in a revise-and-resubmit process.
Conducting hard-hitting reviews on drafts needing thorough investigation.
Technical details
Utilizes the capabilities of AI coding agents like Claude Code, Cursor, or Codex.
Leverages tools from academic-workflow and aiapplication.
Targets manuscript weaknesses through adversarial-review processes.
Source & Licence
This package is built on open-source work published by Axect (Axect/skills) and distributed under MIT. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.
Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.
Delivery & Support
Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
Format: ZIP archive containing the skill files, documentation and the original licence.
Updates: updates are included only where stated on this page.
Refunds
This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.
Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.