#pytest
Artwork: Wheat Field with Cypresses by Vincent van Gogh. The Metropolitan Museum of Art · Public domain
EvaluationDeepEval: Pytest-Native Evaluation for LLM Applications and Agents
DeepEval is the strongest general-purpose starting point for Python LLM, RAG, and agent evaluation. Start with deterministic outcomes, then add calibrated semantic metrics where code falls short.