Home / Skills / academic-paper-review
academic-paper-review
bytedance/deer-flowSkill
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".
Why this score
This repo hosts 10 skills, so its 84,157 stars are split between them (about 8,416 each) for scoring.
Popularity score: 90/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 18ca09b2dac7, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneacademic-paper-review bytedance/deer-flow · Skill | 90 | ★ 84k | ≈130 always | 16d ago |
| academic-paper-strategist lishix520/academic-paper-skills · Skill Same job: research & papers | 62 | ★ 1.4k | ≈157 always | 10mo ago |
| academic-paper-polish Rylaispirit/rylai-codex-hermes-skills · Skill Same job: research & papers | 54 | ★ 59 | ≈43 always | 3mo ago |
| academic-paper-reviewer zebbern/claude-code-guide · Skill Same job: research & papers | 76 | ★ 4.7k | ≈78 always | 17d ago |
| 01-paper-review agentscope-ai/OpenJudge · Skill Same job: research & papers | 63 | ★ 881 | ≈24 always | 2mo ago |
| academic-paper-writer joshua-zyy/academic-paper-writer · Skill Same job: research & papers | 53 | ★ 115 | ≈86 always | 1mo ago |