DeepEval

DeepEval integrates directly with pytest, enabling an eval-as-code approach where evaluation suites live alongside application tests in the same CI pipeline. Unlike output-only evaluation tools, DeepEval supports agent trace evaluation that scores intermediate reasoning steps, not just final responses. It also provides synthetic dataset generation for building golden sample sets and includes red-teaming capabilities for adversarial testing of agent behavior.