opik
comet-ml/opik
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, an
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
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pip install opikREADME
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Open-source AI Observability, Evaluation, and Optimization
Opik helps you build, test, and optimize generative AI applications that run better, from prototype to production. From RAG chatbots to code assistants to complex agentic systems, Opik provides comprehensive tracing, evaluation, and automatic prompt and tool optimization to take the guesswork out of AI development.
Website • Slack Community • Twitter • Changelog • Documentation
🧑⚖️ LLM as a Judge • 🔍 Evaluating your Application • ⭐ Star Us • 🤝 Contributing
🚀 What is Opik?
Opik (built by Comet) is an open-source platform designed to streamline the entire lifecycle of LLM applications. It empowers developers to evaluate, test, monitor, and optimize their models and agentic systems. Key offerings include:
- Comprehensive Observability: Deep tracing of LLM calls, conversation logging, and agent activity.
- Advanced Evaluation: Robust prompt evaluation, LLM-as-a-judge, and experiment management.
- Production-Ready: Scalable monitoring dashboards and online evaluation rules for production.
- Opik Agent Optimizer: Dedicated SDK and set of optimizers to enhance prompts and agents.
- Opik Guardrails: Features to help you implement safe and responsible AI practices.
Key capabilities include:
- Development & Tracing:
- Track all LLM calls and traces with detailed context during development and in production ([Quickstart](htt