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MLflow vs Evidently: catalog facts
MLflow	Evidently
Free Free and open source.	Free Free and open source under the Apache 2.0 license.
Web, Self-hosted, Command line	Command line
Tracing built on OpenTelemetry, independent of LLM provider 50+ built-in evaluation metrics and LLM judges	Covers both LLM systems and classic ML models Checks for drift, hallucinations and data leaks
Broad feature set takes time to learn Running it for a team means hosting and maintaining a server yourself	Requires writing Python code to set up checks Some evaluations depend on access to a judge model
Downloadable app, Self-hosted	Downloadable app
Open source	Open source
License: Apache-2.0	License: Apache-2.0
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.