CometLLM

Provides deep observability into LLM calls, agent activities, and conversations, as emphasized in the 'Comprehensive Observability' section with detailed context logging.

Includes LLM-as-a-judge metrics for complex tasks like hallucination detection and RAG assessment, with automated experiment management for robust testing.

Supports a wide array of popular frameworks including LangChain, LlamaIndex, and Autogen, making integration seamless without extensive customization.

Designed to handle high volumes, up to 40M+ traces per day, with scalable dashboards and online evaluation rules for monitoring in production environments.