Building a Code Review Bot with Claude API and GitHub Actions

📰 Dev.to AI

Build a code review bot using Claude API and GitHub Actions to automate AI-powered code analysis and catch bugs, security issues, and style violations in pull requests

intermediate Published 23 Mar 2026

Action Steps

Set up a GitHub Actions workflow to trigger code analysis on pull requests
Integrate the Claude API with the workflow to perform AI-powered code analysis
Configure the bot to flag security vulnerabilities, logic errors, and style violations
Test and refine the bot to ensure accurate and relevant feedback

Who Needs to Know This

Engineering teams, particularly developers and DevOps engineers, can benefit from this automation to streamline code reviews and reduce fatigue, allowing human reviewers to focus on higher-level issues

Key Insight

💡 By automating the initial code review pass with an AI-powered bot, engineering teams can reduce reviewer fatigue and increase the accuracy of code reviews, allowing for faster and more reliable deployment of code changes