Topic · Research & Science
Best peer review skills for Claude Code, Codex and other agents.
- skills
- 314
- official
- 2
Peer review skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Structured manuscript/grant review with checklist-based evaluation. | spacering-net/ | 3.8k | 18 repos | ~5.9k | Automated safety check: Notes | MIT | today |
| 2 | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and… | spacering-net/ | 3.8k | 12 repos | ~3.2k | Automated safety check: Pass | MIT | today |
| 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/ | 51k | — | ~16k | Automated safety check: Pass | Unknown | 4 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/ | 817 | 2 repos | ~4.2k | Automated safety check: Pass | No licence | 5 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/ | 51k | — | ~11k | Automated safety check: Pass | Unknown | 4 days ago |
| 6 | Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments. | K-Dense-AI/ | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | 7 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/ | 51k | — | ~15k | Automated safety check: Pass | Unknown | 4 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/ | 8.4k | — | ~2.8k | Automated safety check: Pass | CC-BY-4.0 | 1 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/ | 12k | — | ~12k | Automated safety check: Pass | Unknown | 4 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/ | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 51k | — | ~13k | Automated safety check: Pass | Unknown | 4 days ago |
| 12 | 12.Paperjury Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML). | Spark-To-Paper-Skills/ | 1.2k | — | ~5.3k | Automated safety check: Pass | MIT | 1 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/ | 2.4k | 2 repos | ~2.9k | Automated safety check: Notes | MIT | 7 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/ | 292 | — | ~2.5k | Automated safety check: Pass | MIT | 11 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/ | 8.4k | — | ~1.3k | Automated safety check: Pass | Unknown | 1 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/ | 496 | — | ~616 | Automated safety check: Pass | MIT | 25 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/ | 367 | — | ~7k | Automated safety check: Pass | No licence | 4 mo ago |
| 18 | Generate a specialized domain-expert research agent modeled on PaperClaw architecture. | guhaohao0991/ | 250 | — | ~2k | Automated safety check: Pass | No licence | 7 mo ago |
| 19 | Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. | jimmc414/ | 594 | 2 repos | ~2.5k | Automated safety check: Pass | No licence | 3 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/ | 474 | 3 repos | ~2.4k | Automated safety check: Pass | Apache-2.0 | 7 days ago |
| 21 | Generates structured AI paper reviews (SoT style) for LaTeX, PDF, and Word manuscripts. | NeuroDong/ | 626 | — | ~2.5k | Automated safety check: Pass | MIT | 1 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/ | 7.3k | — | ~1.2k | Automated safety check: Pass | MIT | 3 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/ | 83k | 2 repos | ~3k | Automated safety check: Pass | MIT | today |
| 24 | Multi-perspective manuscript review and point-by-point response generation, distilled from 1287 Nature Peer-Review-File PDFs (2025–2026). | mumdark/ | 145 | — | ~974 | Automated safety check: Pass | No licence | 1 mo ago |
| 25 | 25.Review Paper Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections | maxwell2732/ | 136 | 3 repos | ~1.1k | Automated safety check: Pass | No licence | 4 mo ago |
| 26 | 26.Autodecision Auto-Decision Engine: iterative decision simulation using autoresearch principles and a persona council. | harshilmathur/ | 102 | — | ~2.8k | Automated safety check: Pass | MIT | 5 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/ | 203 | — | ~1.5k | Automated safety check: Pass | MIT | 15 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/ | 105 | — | ~16k | Automated safety check: Pass | MIT | 14 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/ | 1.2k | — | ~4.9k | Automated safety check: Notes | MIT | 20 days ago |
| 30 | 30.Paper Review 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/ | 145 | — | ~1k | Automated safety check: Pass | MIT | today |
| 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/ | 25k | — | ~1.9k | Automated safety check: Pass | MIT | today |
| 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/ | 8.4k | — | ~3.4k | Automated safety check: Pass | CC-BY-4.0 | 1 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/ | 132 | — | ~887 | Automated safety check: Pass | MIT | 6 mo ago |
| 34 | 34.Paper Review Guides self-review of YOUR OWN academic paper before submission with adversarial stress-testing. | CamusGIT/ | 151 | 2 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 35 | 35.Paperreview 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/ | 452 | — | ~668 | Automated safety check: Pass | No licence | 23 days ago |
| 36 | 36.Paper Review Review and fix academic writing in a LaTeX paper section. An agent skill from eunomia-bpf/ActPlane. | eunomia-bpf/ | 104 | — | ~3.8k | Automated safety check: Pass | MIT | yesterday |
| 37 | 37.Review Paper 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/ | 222 | — | ~1.8k | Automated safety check: Pass | MIT | 5 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/ | 2.9k | 1 repo | ~1.1k | Automated safety check: Pass | MIT | 3 days ago |
| 39 | Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from appleweiping/WEIPING_WIKI. | appleweiping/ | 119 | — | ~3k | Automated safety check: Pass | MIT | 1 mo ago |
| 40 | 40.Paper Glance 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/ | 106 | — | ~433 | Automated safety check: Pass | No licence | 3 mo ago |
| 41 | Draft, audit, or revise point-by-point reviewer response letters for Nature-family manuscript revisions. | Galaxy-Dawn/ | 5.7k | 2 repos | ~1.7k | Automated safety check: Pass | MIT | 14 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/ | 46k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | today |
| 43 | Simulates a Nature-style referee assessment of a manuscript, producing three independent reviewer reports plus a synthesis, grounded in the supplied text. | Yuan1z0825/ | 46k | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | today |
| 44 | Review academic papers for correctness, quality, and novelty using OpenJudge's multi-stage pipeline. | agentscope-ai/ | 867 | 1 repo | ~2.4k | Automated safety check: Pass | Apache-2.0 | 26 days ago |
| 45 | 45.Paper Logic Review a LaTeX paper for argument-level logic, cross-section consistency, and house style. | eunomia-bpf/ | 104 | — | ~5.7k | Automated safety check: Pass | MIT | yesterday |
| 46 | Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra. | Ar9av/ | 676 | — | ~4.9k | Automated safety check: Pass | Unknown | 16 days ago |
| 47 | Generate a self-contained, beautifully styled HTML analysis of an academic paper. | ysyecust/ | 269 | — | ~1.3k | Automated safety check: Pass | Unknown | 4 days ago |
| 48 | Plugin shim for the mathmodel-skill competition workflow. An agent skill from handsomeZR-netizen/mathmodel-skill. | handsomeZR-netizen/ | 292 | — | ~197 | Automated safety check: Pass | MIT | 11 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.
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