Ragas overview

Open-source framework for evaluating Retrieval-Augmented Generation (RAG) pipelines with reference-free metrics such as faithfulness, answer relevancy, context precision, and context recall. Generates synthetic test datasets automatically and integrates with LangSmith, Langfuse, and other observability backends for continuous quality monitoring.