Topic · Research & Science

Best peer review skills for Claude Code, Codex and other agents.

Skills that review manuscripts and write structured referee reports.
skills
314
official
2

Peer review skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Peer review skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Structured manuscript/grant review with checklist-based evaluation.

spacering-net/codeg3.8k18 repos~5.9kAutomated safety check: NotesMITtoday
2

Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and…

spacering-net/codeg3.8k12 repos~3.2kAutomated safety check: PassMITtoday
3

Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.

Imbad0202/academic-research-skills51k—~16kAutomated safety check: PassUnknown4 days ago
4

Run any question, idea, or decision through a council of 5 AI advisors who independently analyze it, peer-review each other anonymously, and synthesize a final verdict.

tenfoldmarc/llm-council-skill8172 repos~4.2kAutomated safety check: PassNo licence5 mo ago
5

Simulates a journal peer review of a manuscript with a five-seat reviewer panel, an editorial synthesizer and several review modes.

Imbad0202/academic-research-skills51k—~11kAutomated safety check: PassUnknown4 days ago
6

Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.

K-Dense-AI/claude-scientific-writer2.4k2 repos~3.1kAutomated safety check: NotesMIT7 days ago
7

Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.

Imbad0202/academic-research-skills51k—~15kAutomated safety check: PassUnknown4 days ago
8

Structures benchmark and evaluation papers around five pillars, with a completeness audit, an Introduction logic chain, a section skeleton and a pre-submission checklist.

HKUSTDial/Supervisor-Skills8.4k—~2.8kAutomated safety check: PassCC-BY-4.01 mo ago
9

A router skill that sends academic work such as literature reviews, drafting, citation checks, peer review and revision to the right workflow in the ARS suite.

Imbad0202/academic-research-skills-codex12k—~12kAutomated safety check: PassUnknown4 days ago
10

Audits or rewrites the statistical reporting in a manuscript: experimental units, replication, tests, uncertainty and figure legends, without inventing missing details.

Yuan1z0825/nature-skills46k2 repos~2.1kAutomated safety check: PassApache-2.0today
11

Runs a 13-agent pipeline for rigorous academic research, from forming the question through systematic search, synthesis, bias checks and an APA 7.0 report.

Imbad0202/academic-research-skills51k—~13kAutomated safety check: PassUnknown4 days ago
12

Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML).

Spark-To-Paper-Skills/paperjury1.2k—~5.3kAutomated safety check: PassMIT1 mo ago
13

Provide qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional local quality controls.

K-Dense-AI/claude-scientific-writer2.4k2 repos~2.9kAutomated safety check: NotesMIT7 days ago
14

CUMCM 国赛、MCM/ICM 美赛与电工杯数学建模竞赛的端到端协作工作流。Use when a user explicitly works on one of these modeling contests or asks to run/review a modeling-competition paper from problem selection through modeling…

handsomeZR-netizen/mathmodel-skill292—~2.5kAutomated safety check: PassMIT11 days ago
15

Turns pasted peer-review comments into a per-concern rebuttal plan, with reviewer mindset matching and strategy priorities, but not the final rebuttal text.

HKUSTDial/Supervisor-Skills8.4k—~1.3kAutomated safety check: PassUnknown1 mo ago
16

Drafts and revises academic prose in the author's voice, repairs sentence flow, traces systems-paper claims to evidence and prepares reviewer responses.

donghuixin/AI-Vibe-Writing-Skills496—~616Automated safety check: PassMIT25 days ago
17

Helps draft, diagnose, review and revise social science papers, from topic and research question to literature review, citation risks and pre-submission checks.

fakerqwq/social-science-paper-writing-skill367—~7kAutomated safety check: PassNo licence4 mo ago
18

Generate a specialized domain-expert research agent modeled on PaperClaw architecture.

guhaohao0991/PaperClaw250—~2kAutomated safety check: PassNo licence7 mo ago
19

Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology.

jimmc414/Kosmos5942 repos~2.5kAutomated safety check: PassNo licence3 days ago
20

Guides pre-writing planning for academic papers with 4 structured steps: story design (task-challenge-insight-contribution-advantage), experiment planning (comparisons + ablations), figure design…

EvoScientist/EvoSkills4743 repos~2.4kAutomated safety check: PassApache-2.07 days ago
21

Generates structured AI paper reviews (SoT style) for LaTeX, PDF, and Word manuscripts.

NeuroDong/Ai-Review626—~2.5kAutomated safety check: PassMIT1 mo ago
22

Rewrites and reviews ML, CV and NLP papers for clarity: one message per paragraph, reverse outlining, claim-evidence checks and a skeptical-reviewer pass.

Master-cai/Research-Paper-Writing-Skills7.3k—~1.2kAutomated safety check: PassMIT3 mo ago
23

Produces a structured peer-review style critique of a research paper, covering methodology, contribution and how the work sits among related studies.

bytedance/deer-flow83k2 repos~3kAutomated safety check: PassMITtoday
24

Multi-perspective manuscript review and point-by-point response generation, distilled from 1287 Nature Peer-Review-File PDFs (2025–2026).

mumdark/nature-review-studio145—~974Automated safety check: PassNo licence1 mo ago
25

Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections

maxwell2732/paper-replicate-agent-demo1363 repos~1.1kAutomated safety check: PassNo licence4 mo ago
26

Auto-Decision Engine: iterative decision simulation using autoresearch principles and a persona council.

harshilmathur/autodecision102—~2.8kAutomated safety check: PassMIT5 mo ago
27

Applies small, meaning-preserving rhetorical edits to a finished manuscript so wording does not trigger known LLM reviewer penalties, and delivers a change note.

Michael-Jiahao-Zhang/game-the-llm-reviewer203—~1.5kAutomated safety check: PassMIT15 days ago
28

Orchestrates a Claude↔Codex cycle where Claude Code designs the contract and arbitrates, while Codex by default (via the official openai/codex-plugin-cc plugin) writes, adversarially reviews, and…

Ranteck/graph-engineer105—~16kAutomated safety check: PassMIT14 days ago
29

Analyzes reviewer comments and drafts venue-specific rebuttals for AI and computer science conferences, with an issue board, task list and paper edit plan.

OpenLAIR/dr-claw1.2k—~4.9kAutomated safety check: NotesMIT20 days ago
30

论文深度解读 Skill — 下载论文PDF → LLM深度解读(问题/创新点/方法原理/实验分析)→ PDF图片提取 → 生成组会PPT → 生成解读音频MP3。端到端学术论文解读工具。

RapidAI/MaClaw145—~1kAutomated safety check: PassMITtoday
31

Reviews requirements, plans and specs through role-based reviewer personas, applies proven corrections within its authority, and returns only the findings that need your call.

EveryInc/compound-engineering-plugin25k—~1.9kAutomated safety check: PassMITtoday
32

Evaluates a draft research idea like a top-venue reviewer and advisor, scoring it on five dimensions, checking fit with your capacity and returning a clear verdict.

HKUSTDial/Supervisor-Skills8.4k—~3.4kAutomated safety check: PassCC-BY-4.01 mo ago
33

Complete academic research skill suite covering the full pipeline: paper reading (read/explain papers with storytelling), idea generation (brainstorm research directions), experiment design (plan…

voidful/academic-skills132—~887Automated safety check: PassMIT6 mo ago
34

Guides self-review of YOUR OWN academic paper before submission with adversarial stress-testing.

CamusGIT/EvoQuant1512 repos~2.6kAutomated safety check: PassApache-2.01 mo ago
35

A skill your agent uses when the user explicitly wants to upload a final or near-final PDF to paperreview.ai for an external second opinion.

cnfjlhj/ai-collab-playbook452—~668Automated safety check: PassNo licence23 days ago
36

Review and fix academic writing in a LaTeX paper section. An agent skill from eunomia-bpf/ActPlane.

eunomia-bpf/ActPlane104—~3.8kAutomated safety check: PassMITyesterday
37

Review an attached academic economics paper PDF with independent specialist audits and a complete evidence-grounded report, resume an interrupted paper review, or export a completed Reviewer report…

Ingar30/reviewer222—~1.8kAutomated safety check: PassMIT5 days ago
38

Simulates a panel of expert reviewers on an NSFC grant proposal and returns graded problems, a minimal revision order and a likely pass or fail verdict.

huangwb8/ChineseResearchLaTeX2.9k1 repo~1.1kAutomated safety check: PassMIT3 days ago
39

Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from appleweiping/WEIPING_WIKI.

appleweiping/WEIPING_WIKI119—~3kAutomated safety check: PassMIT1 mo ago
40

Reads an academic paper from a PDF, pasted text or abstract and offers five outputs: an analysis report, a mind map, a peer review, promotion scripts and a podcast.

Diaugeia/paper-glance-skill106—~433Automated safety check: PassNo licence3 mo ago
41

Draft, audit, or revise point-by-point reviewer response letters for Nature-family manuscript revisions.

Galaxy-Dawn/claude-scholar5.7k2 repos~1.7kAutomated safety check: PassMIT14 days ago
42

Drafts, audits and revises responses to peer review: point-by-point replies, revision cover letters and marked-manuscript or LaTeX revision packages.

Yuan1z0825/nature-skills46k—~1.5kAutomated safety check: PassApache-2.0today
43

Simulates a Nature-style referee assessment of a manuscript, producing three independent reviewer reports plus a synthesis, grounded in the supplied text.

Yuan1z0825/nature-skills46k—~3.2kAutomated safety check: PassApache-2.0today
44

Review academic papers for correctness, quality, and novelty using OpenJudge's multi-stage pipeline.

agentscope-ai/OpenJudge8671 repo~2.4kAutomated safety check: PassApache-2.026 days ago
45

Review a LaTeX paper for argument-level logic, cross-section consistency, and house style.

eunomia-bpf/ActPlane104—~5.7kAutomated safety check: PassMITyesterday
46

Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.

Ar9av/PaperOrchestra676—~4.9kAutomated safety check: PassUnknown16 days ago
47

Generate a self-contained, beautifully styled HTML analysis of an academic paper.

ysyecust/lecture-to-notes269—~1.3kAutomated safety check: PassUnknown4 days ago
48

Plugin shim for the mathmodel-skill competition workflow. An agent skill from handsomeZR-netizen/mathmodel-skill.

handsomeZR-netizen/mathmodel-skill292—~197Automated safety check: PassMIT11 days ago

Questions, answered from the data.

What is the best peer review skill?

Peer Review from spacering-net/codeg ranks first of the 314 peer review skills listed here, with the highest score: its repository has 3.8k GitHub stars, 18 other GitHub owners carry a copy, its SKILL.md loads about 5.9k tokens and it has informational notes only in the automated safety check. Next come Scholar Evaluation and Academic Paper Writing Pipeline.

Which peer review skills are official?

2 of the 314 peer review skills are official, published by the vendor's own GitHub organization: Lading Optimize Review and Performance Review Writer.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.