Can I stop the review before the fifth pass?

Yes, the skill includes a convergence check after each pass starting from the second. It will stop automatically if no new critical issues are found and the issue rate remains low.

What kind of final report does it generate?

It provides a summary of issues by severity, highlights the top 3 most critical findings, lists specific recommended revisions, and gives a final verdict: READY, NEEDS_REVISION, or NEEDS_MORE_RESEARCH.

What is the Rule of 5 in this skill?

The Rule of 5 is an iterative process that performs five specific passes—Accuracy, Completeness, Clarity, Actionability, and Integration—to ensure comprehensive document quality.

Does this skill verify actual code references?

Yes, during the accuracy pass, the skill checks code references and file paths mentioned in the research against your repository to ensure they exist and support the claims made.

Research Reviewer (Rule of 5)

Name: Research Reviewer (Rule of 5)
Author: charly-vibes

bycharly-vibes

0•

学习与文档

Conducts rigorous, multi-pass iterative reviews of research documents to ensure accuracy, clarity, and actionable insights.

The Research Reviewer skill implements the 'Rule of 5' methodology to systematically audit research documents for technical accuracy, structural integrity, and practical relevance. By performing five distinct analysis passes—ranging from source verification to project integration—it identifies critical gaps and ensures that research findings are both factually sound and immediately applicable to your development goals. It is particularly useful for validating complex technical specs, feasibility studies, and architectural research before implementation begins, providing a clear verdict on whether a document is ready for use or requires further refinement.

主要功能

01Detailed actionable recommendations and a final quality assessment verdict

02Source and code reference verification to ensure technical factual accuracy

03Convergence checking to optimize review time and focus on high-impact issues

04Standardized severity reporting for Critical, High, Medium, and Low findings

050 GitHub stars

06Five-pass iterative review focusing on Accuracy, Completeness, Clarity, Actionability, and Integration

使用场景

01Reviewing architectural research documents for consistency with existing project codebases

02Auditing internal documentation to identify missing scope or ambiguous technical requirements

03Validating technical feasibility studies before starting a new feature implementation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add charly-vibes/wai research-review

For use in Claude.ai and ChatGPT

Download Skill