Ragas is your ultimate toolkit for evaluating and optimizing Large Language Model (LLM) applications. Say goodbye to time-consuming, subjective assessments and hello to data-driven, efficient evaluation workflows. Don't have a test dataset ready? We also do production-aligned test set generation.

The README highlights capabilities such as 🎯 Objective Metrics: Evaluate your LLM applications with precision using both LLM-based and traditional metrics, 🧪 Test Data Generation: Automatically create comprehensive test datasets covering a wide range of scenarios, 🔗 Seamless Integrations: Works flawlessly with popular LLM frameworks like LangChain and major observability tools, and 📊 Build feedback loops: Leverage production data to continually improve your LLM applications.