What it does
The Coolhand GitHub App continuously monitors your LLM implementations, identifies issues, and automatically suggests fixes as pull requests. It is designed to be the operational layer for your AI team.
How it works
- Continuous Monitoring & Optimization: The app reads your AI-related source files to find LLM implementation issues and analyzes your AI request logs to surface problems.
- Testing: Fixes are tested in a secure sandbox environment before any changes are suggested.
- Pull Requests: The app automatically submits GitHub pull requests with the proposed improvements.
Smart Fix Management
- Simple Fixes: For straightforward issues like prompt updates or data validation, the app will automatically submit a pull request.
- Complex Changes: For more complex changes that might involve new tools or business logic, you will receive a notification with a suggested approach.
All suggestions include a clear explanation of the issue, an overview of the proposed fix, and a risk complexity label (low, medium, or high).
Security and Privacy
Coolhand takes your code and data security seriously.
- Your code is not stored: We never train our models on your data, and file access is temporary and scoped to analysis.
- Minimal permissions: The app only requests access to files relevant to your AI usage.
Key Features
- Intelligent Issue Detection: Identifies prompt inefficiencies, model mismatches, and cost optimization opportunities.
- Automated Fix Generation: Creates production-ready solutions based on the latest LLM research.
- Risk Assessment: Every change includes a complexity and risk analysis.
- Contextual Improvements: Fixes are tailored to your specific use cases and codebase.
Getting Started
- Install the Coolhand GitHub App from the GitHub Marketplace.
- Grant the app access to your repositories.
- Configure your monitoring preferences in your Coolhand account.
Once set up, you will start receiving automated improvements and suggestions as pull requests in your connected repositories.