ar-paper-reviewer

Score academic paper drafts across six quality dimensions and identify blockers.

Updated Mar 22, 2026
One-click install
npx skills add https://github.com/ShinyGua/AutoArtsResearch --skill ar-paper-reviewer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ar-paper-reviewer
Source: https://github.com/ShinyGua/AutoArtsResearch/tree/main/.claude/skills/ar-paper-reviewer
Command: npx skills add https://github.com/ShinyGua/AutoArtsResearch --skill ar-paper-reviewer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill automates the evaluation of academic paper drafts by scoring them across multiple quality dimensions, quickly surfacing blockers and suggesting concrete revision actions.

Core Features & Use Cases

  • Multi-dimensional scoring: Rates rigor, evidence, citations, methodology fit, coherence, and contribution.
  • Blocker detection & revision briefs: Identifies critical blockers and generates precise, actionable briefs for writers.
  • Consistent review artifact: Produces a structured review result with pass/fail status and recommended next steps based on inputs such as the draft, scoping report, and verification results.

Quick Start

Run the Reviewer on a workspace containing a draft and analysis artifacts to obtain a fully scored review and revision brief if needed.

Frequently Asked Questions about ar-paper-reviewer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate academic paper reviews for a draft?

To automate academic paper reviews, this Skill scores drafts across six quality dimensions, detects blockers, and generates a structured review result with pass/fail status and actionable revision briefs.

What quality dimensions are evaluated during an academic paper review?

An academic paper review evaluates rigor, evidence, citations, methodology fit, coherence, and contribution to surface actionable issues and generate dimension scores.

How do I generate a revision brief from paper review results?

You generate a revision brief by running the reviewer on a workspace containing your draft, evidence notes, scoping report, and verification results to identify critical blockers and precise revision actions.

Does automated paper review work with evidence notes and scoping reports?

Yes, automated paper review operates directly on inputs including your draft, evidence notes, scoping report, and verification results to produce a fully scored review and recommended next steps.

When do I need to use an automated paper reviewer?

You need an automated paper reviewer when you want to consistently evaluate a draft's methodology and evidence, surface critical blockers quickly, and obtain structured pass/fail status with actionable feedback.