Skip to main content

Third-party Scorers

MLflow integrates with popular third-party evaluation frameworks, allowing you to leverage their specialized metrics within MLflow's evaluation workflow. This provides access to third-party libraries' evaluation metrics while maintaining a consistent MLflow interface.

MLflow's third-party scorer integrations provide:

  • Consistent MLflow API for all evaluation frameworks
  • Unified evaluation across multiple metric sources
  • Seamless integration with mlflow.genai.evaluate()

Click an integration below to get started with detailed setup instructions.

Available Integrations

Missing an Integration?

Is your favorite evaluation framework missing? Consider submitting a feature request.