Compare software

MLflow vs DeepEval: catalog facts
MLflow	DeepEval
Free Free and open source.	Free The framework is free and open source.
Web, Self-hosted, Command line	Command line
Tracing built on OpenTelemetry, independent of LLM provider 50+ built-in evaluation metrics and LLM judges	Treats LLM output checks like unit tests Very active development with a large user base
Broad feature set takes time to learn Running it for a team means hosting and maintaining a server yourself	Aimed at developers comfortable with Python code Evaluations that rely on a judge model may need API access to one
Downloadable app, Self-hosted	Downloadable app
Open source	Open source
License: Apache-2.0	License not stated
No account needed	Not stated if an account is needed
Not stated if it works offline	Not stated if it works offline
Official website Full listing and sources Checked September 26, 2026	Official website Full listing and sources Checked September 26, 2026

Catalog facts only. Anything “not stated” is unconfirmed. Check full listings for details.