Workflow

GitHub Pull Request Reviewer

Automates GitHub pull request reviews by having an AI agent analyze code changes against your repository documentation and post detailed feedback.

Last updated

March 16, 2026

Connectors used

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Tags

GitHub IntegrationCode ReviewPull RequestCode Quality

Introduction

This workflow template automates the code review process for new GitHub pull requests. It uses an AI model to analyze code changes, cross-reference relevant project markdown files for guidelines, and generate a comprehensive review comment.

It performs three key tasks:

  1. Listens for pull request events via a webhook.
  2. Extracts and prepares key pull request information.
  3. Uses an AI agent to review the changes and related documentation, then posts a detailed review comment back on the pull request.

What you need

  1. A GitHub account with repository access.
  2. A Needle connector configured with your GitHub account and permissions.
  3. An AI model available on the Needle platform.

How the flow works

NodeFunction
Webhook TriggerCaptures incoming GitHub pull request events to start the workflow.
Parse PR InfoExtracts critical details such as repository owner, repo name, pull request number, title, description, action type, and branch name from the webhook payload.
AI Code ReviewerRetrieves the pull request diff, scans the repository for markdown files, analyzes code changes against documentation, and posts a comprehensive review comment back to GitHub.

AI Review Process

The AI model conducts a thorough assessment by performing the following actions:

  1. Retrieves the diff of the pull request to view code changes.
  2. Scans the repository for all markdown files and reads their content to understand project guidelines.
  3. Analyzes code changes for quality issues, security concerns, and best practices.
  4. Composes a formatted pull request review comment highlighting positives, issues with severity levels, and documentation update needs.
  5. Posts the review comment directly to the GitHub pull request.

Output

At the end of the workflow, a detailed AI generated review comment will be added to the GitHub pull request, helping maintainers quickly understand the quality and impact of the proposed changes.

Notes

  1. Ensure your GitHub connector has permission to read pull requests and post reviews.
  2. The AI agent relies heavily on the presence and quality of markdown documentation to provide precise feedback.
  3. Customize the AI prompt if you want to adjust review criteria or tone.

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    GitHub Pull Request Reviewer | Needle