KAITO PR-Agent

AI-powered code review automation using KAITO as the backend

This is a fork of qodo-ai/pr-agent modified for the KAITO project. See NOTICE for attribution details.

Why We Forked PR-Agent

We forked qodo-ai/pr-agent to integrate KAITO RAGEngine as the backend, improving PR-Agent's performance by gathering additional context from your codebase. This enhanced contextual understanding allows for more accurate code reviews, better suggestions, and smarter PR descriptions.

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🚀 Quick Start

Get started in minutes with GitHub integration:

Prerequisites: You'll need a KAITO inference workspace running with your preferred model.

GitHub Action (Recommended)

Easy setup, no infrastructure needed. Setup Guide →

GitHub App (Advanced)

More control, runs in your infrastructure. Setup Guide →

📚 Essential KAITO Documentation:

• KAITO Inference Workspaces - Setup and configure inference workspaces
• KAITO RAG Engine - RAG capabilities and configuration (open-source release coming soon in v0.5.0)

Live Example: The kaito-pr-agent GitHub App with Qwen2.5-Coder-32B model is actively reviewing all PRs in the KAITO repository.

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Architecture Diagram

This diagram illustrates how the PR-Agent GitHub app works with KAITO.

Key Components & Their Significance:

• 🔄 GitHub App - Receives PR events, manages comments, and handles authentication
• 🤖 PR-Agent Pod - Orchestrates the analysis workflow and manages tool execution (/review, /describe, /improve)
• ⚡ KAITO Workspace - Provides scalable Kubernetes-native AI model serving with automatic GPU provisioning
• 🧠 KAITO RAGEngine - Enriches context by retrieving relevant code snippets and documentation from your codebase

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Setup & Usage

1. Run with Docker

For quick testing, use the script below:

chmod +x scripts/run_docker.sh
./scripts/run_docker.sh

2. Run in Kubernetes

Apply the job manifest:

kubectl apply -f config/pr-agent-job.yaml

3. Run in GitHub Actions

Use the provided workflow in .github/pr-review.yaml to automate PR reviews.

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Configuration

In all setups, replace the following placeholders with your actual values:

• OLLAMA_API_BASE → Your KAITO inference workspace URL
• GITHUB_USER_TOKEN → Your GitHub API token
• PR_URL → The pull request URL to review

Ensure these values are correctly set in your Docker environment, Kubernetes job, or GitHub Actions workflow before running.

Supported Features

• Auto Review (/review): AI-powered code review with security and quality feedback
• Auto Description (/describe): Generate PR titles, summaries, and labels
• Code Suggestions (/improve): Get improvement suggestions for your code
• Question Answering (/ask): Ask questions about the PR changes

Links

• Original Project: qodo-ai/pr-agent
• KAITO Project: kaito-project/kaito
• Documentation: KAITO Docs
• Support: Open an issue in this repository

License

See LICENSE for license information.

Credits

This project is a fork of qodo-ai/pr-agent. All credit for the original work and core functionality goes to the qodo-ai/pr-agent authors and contributors. We are grateful for their excellent work that made this fork possible.

For detailed attribution information, see NOTICE.

Contact

"KAITO devs" [email protected]