academic-paper-review
The user requests to review, analyze, critique, or summarize academic papers
by bytedanceFree
Description
academic-paper-review is an agent skill from the DeerFlow project that writes a structured, peer-review-style analysis of an academic paper, preprint or research article. You can give it an uploaded PDF or a link to fetch. The review follows the templates used by major venues such as NeurIPS, ICML, ACL, Nature and IEEE, and it covers a summary, the strengths and weaknesses, an assessment of the methodology for experimental design, statistical validity and reproducibility, an evaluation of the novelty and significance of the contribution, and recommendations for improvement. It also places the work in its research field with a targeted literature search. You can ask for the full review or a shorter executive summary. The skill is meant to work across fields, including computer science, biology, physics and the social sciences. It bases its comments on evidence from the paper itself, so it is useful for reading, teaching or preparing a review, though it is not a substitute for expert judgment on a specialized result. Install it with npx skills add https://github.com/bytedance/deer-flow --skill academic-paper-review.…
Highlights
- Structured review in the style of top research venues
- Assesses methodology, statistical validity and reproducibility
- Evaluates novelty and significance of the contribution
- Places the paper in the literature with a targeted search
- Detailed review or concise executive summary
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academic-paper-review FAQ
What input does it accept?
An uploaded PDF or a URL that it can fetch and read.
Which fields does it cover?
Computer science, biology, physics, social sciences and other scientific domains.
Does it replace peer review?
No. The review is grounded in the paper's own evidence, but the skill is a structured aid, not an expert verdict on a specialized result.
How do I install it?
Run npx skills add https://github.com/bytedance/deer-flow --skill academic-paper-review.
Which security audits does it have?
On skills.sh, Gen Agent Trust Hub and Socket pass, and Snyk shows a warning.
What are the best academic-paper-review alternatives?
Popular alternatives to academic-paper-review include read-arxiv-paper, academic-paper-reviewer and huggingface-papers. See all academic-paper-review alternatives