Does it require any external plugins?

Yes, this skill is designed to work specifically with the pair-review MCP plugin to access the comment data.

Can I use it for local code reviews?

Absolutely. If no PR is detected, the skill uses a local mode to fetch comments associated with your current working directory and git SHA.

What happens if a reviewer's comment is unclear?

Claude will attempt to interpret the feedback, apply the most logical change, and then explain its interpretation in the final report for your verification.

Does this skill work with GitHub Pull Requests?

Yes, it automatically detects the GitHub repository owner, name, and PR number to fetch and address remote comments directly.

Will it summarize the changes it makes?

Yes, after processing all comments, the skill provides a detailed report including files changed and how each specific piece of feedback was addressed.

User Critic Code Reviewer

Name: User Critic Code Reviewer
Author: in-the-loop-labs

byin-the-loop-labs

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Collaboration Tools

Automates the application of human-curated code review comments by fetching feedback from pair-review and implementing requested changes.

The User Critic skill bridges the gap between human oversight and AI execution by allowing Claude to directly ingest and act upon feedback from the pair-review system. It intelligently identifies the development context—whether working on a local branch or a GitHub Pull Request—and retrieves specific line-level critiques. By automatically modifying files to address bugs, refactoring requests, or style improvements, this skill drastically reduces the manual effort required to iterate on code based on peer feedback, ensuring that human-in-the-loop insights are accurately reflected in the final codebase.

Key Features

01Support for multi-file refactoring and bug resolution

02Automated retrieval of human comments via MCP integration

0316 GitHub stars

04Comprehensive reporting of applied changes and ambiguous feedback

05Context-aware detection of local vs. GitHub PR review environments

06Line-specific code modifications based on reviewer critiques

Use Cases

01Addressing complex feedback on a GitHub Pull Request without manual context switching

02Quickly iterating on local code drafts based on peer suggestions in pair-review

03Automating the mechanical task of applying style and formatting requests from senior developers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add in-the-loop-labs/pair-review user-critic

For use in Claude.ai and ChatGPT

Download Skill