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Best MLflow Model Registry Alternatives in 2026

Updated

20 tools from model registry software ranked against MLflow Model Registry on the same published basis.

  1. 1
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo7.9
    MLflow Model Registry vs Weights & Biases
  2. 2
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo7.7
    MLflow Model Registry vs Comet
  3. 3
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.4
    MLflow Model Registry vs MLRun
  4. 4
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.3
    MLflow Model Registry vs ClearML
  5. 5
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.3
    MLflow Model Registry vs GitLab Package Registry
  6. 6
    Amazon SageMaker Autopilot Free trial apiWeb 7.1
    MLflow Model Registry vs Amazon SageMaker Autopilot
  7. 7
    DagsHub Free plan apiself-hostedWeb $99/mo7.1
    MLflow Model Registry vs DagsHub
  8. 8
    Jozu Hub Free plan apiself-hostedWeb Free7.1
    MLflow Model Registry vs Jozu Hub
  9. 9
    Snowflake CoCo Free trial apiLinuxMacWebWin 7.1
    MLflow Model Registry vs Snowflake CoCo
  10. 10
    TrueFoundry AI Gateway Free plan apiself-hostedWeb $25/mo7.1
    MLflow Model Registry vs TrueFoundry AI Gateway
  11. 11
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.1
    MLflow Model Registry vs ZenML
  12. 12
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free6.9
    MLflow Model Registry vs Hopsworks AI Lakehouse
  13. 14
    SAS Visual Statistics Free trial self-hostedWeb 6.9
    MLflow Model Registry vs SAS Visual Statistics
  14. 15
    Databricks Notebooks Free plan Web Free6.8
    MLflow Model Registry vs Databricks Notebooks
  15. 16
    Oracle Code Assist extensionLinuxMacWebWin 6.8
    MLflow Model Registry vs Oracle Code Assist
  16. 17
    DataRobot Free trial apiLinuxself-hostedWeb 6.7
    MLflow Model Registry vs DataRobot
  17. 18
    JFrog ML Free trial apiself-hostedWeb 6.7
    MLflow Model Registry vs JFrog ML
  18. 19
    Radiant AI Cloud Model Registry apiLinuxMacWebWin 6.7
    MLflow Model Registry vs Radiant AI Cloud Model Registry
  19. 20
    Red Hat OpenShift Pipelines Free trial apiLinuxself-hostedWeb 6.7
    MLflow Model Registry vs Red Hat OpenShift Pipelines
  20. 21
    Polyaxon Free plan apiself-hostedWeb Free6.6
    MLflow Model Registry vs Polyaxon

MLflow Model Registry alternatives compared

#ToolScoreFree planFromRuns on
1Weights & Biases7.9Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2Comet7.7Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
3MLRun7.4Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
4ClearML7.3Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
5GitLab Package Registry7.3Free plan$2.42/moAPI, Linux, self-hosted, Web
6Amazon SageMaker Autopilot7.1No—API, Web
7DagsHub7.1Free plan$99/moAPI, self-hosted, Web
8Jozu Hub7.1Free planFreeAPI, self-hosted, Web
9Snowflake CoCo7.1No—API, Linux, Mac, Web, Windows
10TrueFoundry AI Gateway7.1Free plan$25/moAPI, self-hosted, Web
11ZenML7.1Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
12Hopsworks AI Lakehouse6.9Free planFreeAPI, Linux, self-hosted, Web
14SAS Visual Statistics6.9No—self-hosted, Web
15Databricks Notebooks6.8Free planFreeWeb
16Oracle Code Assist6.8No—Browser, Linux, Mac, Web, Windows
17DataRobot6.7No—API, Linux, self-hosted, Web
18JFrog ML6.7No—API, self-hosted, Web
19Radiant AI Cloud Model Registry6.7No—API, Linux, Mac, Web, Windows
20Red Hat OpenShift Pipelines6.7No—API, Linux, self-hosted, Web
21Polyaxon6.6Free planFreeAPI, self-hosted, Web
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Questions about MLflow Model Registry alternatives

What is the best alternative to MLflow Model Registry?

Weights & Biases, number 1 in model registry software with a score of 7.9 out of 10. The others here: Comet, MLRun, ClearML and 16 more.

What is the best free alternative to MLflow Model Registry?

Weights & Biases is the best-ranked alternative with a free plan. 12 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.