Can an AI agent review a research paper and suggest improvements?

Yes. The best skills for this task can analyze structure, clarity, methodology, and references. They output a structured review with sections like summary, strengths, weaknesses, and actionable suggestions.

How do I get an agent to review a document without sharing sensitive data?

Use a locally running agent or a skill that processes text in memory without sending it to external servers. Some skills also allow you to redact or anonymize content before analysis.

Can the agent handle multi-page PDFs or only plain text?

Most review skills accept plain text input, but you can combine them with a PDF extraction skill first. Some advanced skills include built-in PDF parsing.

Use cases · review

Review Document

By Agent Skills Editorial · Updated 2026-05-22

Reviewing a document—whether it's a draft report, a research paper, or a contract—requires careful analysis, structured feedback, and attention to detail. AI agents excel at this task because they can process large amounts of text quickly, apply consistent criteria, and generate organized critiques without fatigue. By automating the initial review, agents free you to focus on high-level decisions and revisions. Below are 2 skills we evaluated for this task.

02 — Recommended

2 skills for this task

01 WILD 3.0/5 C 4.6· A 2.3

paper-review-pipeline

Use when a mostly complete ML conference paper needs self-review, pre-submission QA, camera-ready checking, section-by-section critique, citation-risk inspection, or rebuttal/review-response drafting.

02 CURATED 3.2/5 C 4.2· A 2.5

academic-paper-review

Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications.

03 — FAQ

Common questions

Can an AI agent review a research paper and suggest improvements?: Yes. The best skills for this task can analyze structure, clarity, methodology, and references. They output a structured review with sections like summary, strengths, weaknesses, and actionable suggestions.
How do I get an agent to review a document without sharing sensitive data?: Use a locally running agent or a skill that processes text in memory without sending it to external servers. Some skills also allow you to redact or anonymize content before analysis.
Can the agent handle multi-page PDFs or only plain text?: Most review skills accept plain text input, but you can combine them with a PDF extraction skill first. Some advanced skills include built-in PDF parsing.