Opik

Opik: Open Source LLM Evaluation Framework

Opik is an open-source platform designed for debugging, evaluating, and monitoring LLM applications, RAG systems, and agentic workflows. Built by Comet, it provides comprehensive tracing, automated evaluations, and production-ready dashboards to enhance the performance of LLM systems.

Key Features:

• Tracing: Track all LLM calls and traces during development and production.
• Annotations: Log feedback scores using the Python SDK or UI.
• Playground: Experiment with different prompts and models.
• Automated Evaluation: Store test cases and run experiments to evaluate LLM applications.
• CI/CD Integration: Run evaluations as part of your CI/CD pipeline using PyTest integration.
• Production Monitoring: Log high volumes of traces and monitor production applications with dashboards.

Benefits:

• Improved Performance: Build LLM systems that run better, faster, and cheaper.
• Comprehensive Metrics: Use LLM as a judge metrics for complex issues like hallucination detection and moderation.
• Community Support: Engage with a growing community and contribute to the project.

Highlights:

• Fully open-source with local installation or hosted solutions available.
• Designed to support high volumes of traces, making it suitable for production environments.
• Easy to get started with a free Comet account or self-hosting options.