Download for macOS
Skill

academic-paper-review

@bytedance Updated 2026-08-18

Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications. Supports comprehensive structured reviews covering methodology assessment, contribution evaluation, literature positioning, and constructive feedback generation. Trigger on queries involving paper URLs, uploaded PDFs, arXiv links, or requests like "review this paper", "analyze this research", "summarize this study", or "write a peer review".

agentagenticagentic-frameworkagentic-workflowaiai-agentsdeep-researchharness

Install

git clone https://github.com/bytedance/deer-flow /tmp/deer-flow && ln -s /tmp/deer-flow/skills/public/academic-paper-review ~/.claude/skills/academic-paper-review

From README

Academic Paper Review Skill Overview This skill produces structured, peer-review-quality analyses of academic papers and research publications. It follows established academic review standards used by top-tier venues (NeurIPS, ICML, ACL, Nature, IEEE) to provide rigorous, constructive, and balanced assessments. The review covers summary, strengths, weaknesses, methodology assessment, contribution evaluation, literature positioning, and actionable recommendations — all grounded in evidence from the paper itself.