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genaiMLflow Blog·January 29, 2026·Samraj Moorjani

Introducing DeepEval, RAGAS, and Phoenix Judges in MLflow

Summary

MLflow has integrated over 50 LLM-as-a-judge metrics from DeepEval, RAGAS, and Arize Phoenix directly into the MLflow Scorer API. Practitioners can now run and compare these third-party evaluations alongside native MLflow judges in a single API call and unified visual UI to debug and evaluate RAG pipelines and agents.

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