Will it review every single PR automatically?

It is designed to skip closed PRs, drafts, and trivial automated changes. It also checks if Claude has already commented to avoid duplicate reviews.

Does it require any external software?

This skill requires the GitHub CLI (gh) to be installed and authenticated to read pull requests and post comments.

How does this skill prevent low-quality or 'noisy' comments?

The skill uses a two-stage verification process where initial findings are validated by independent subagents. Only high-confidence issues that involve functional bugs or clear rule violations are reported.

Can I use this for project-specific style guides?

Yes, the skill specifically looks for and enforces rules defined in CLAUDE.md files found in your repository's root or subdirectories.

Automated Code Review

Name: Automated Code Review
Author: pipecat-ai

bypipecat-ai

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Collaboration Tools

Orchestrates specialized AI agents to perform high-signal code reviews and project-standard audits on GitHub pull requests.

The Automated Code Review skill streamlines the pull request process by deploying a multi-agent hierarchy to identify critical bugs and ensure adherence to project-specific CLAUDE.md guidelines. By leveraging Haiku for triage, Sonnet for compliance, and Opus for deep logic analysis, the skill filters out low-value nitpicks and stylistic noise to focus exclusively on high-signal issues like syntax errors, security vulnerabilities, and functional flaws. It integrates directly with the GitHub CLI to provide inline comments and committable suggestions, significantly reducing the manual burden on human reviewers while maintaining strict code quality standards.

Key Features

01Parallelized scanning for logic errors and security vulnerabilities

02Automated CLAUDE.md compliance auditing for project-specific standards

0321 GitHub stars

04Multi-agent validation workflow using Haiku, Sonnet, and Opus models

05Direct GitHub integration for inline PR comments and committable suggestions

06High-signal filtering to eliminate false positives and stylistic nitpicks

Use Cases

01Automating the detection of unresolved references and type errors in diffs

02Pre-screening pull requests for critical bugs before human review

03Enforcing localized project standards through CLAUDE.md files

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add pipecat-ai/pipecat-cli code-review

For use in Claude.ai and ChatGPT

Download Skill