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Evidently vs MLflow: catalog facts
Evidently	MLflow
Free Free and open source under the Apache 2.0 license.	Free Free and open source.
Command line	Web, Self-hosted, Command line
Covers both LLM systems and classic ML models Checks for drift, hallucinations and data leaks	Tracing built on OpenTelemetry, independent of LLM provider 50+ built-in evaluation metrics and LLM judges
Requires writing Python code to set up checks Some evaluations depend on access to a judge model	Broad feature set takes time to learn Running it for a team means hosting and maintaining a server yourself
Downloadable app	Downloadable app, Self-hosted
Open source	Open source
License: Apache-2.0	License: Apache-2.0
Not stated if an account is needed	No account 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.