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Best MLflow Model Registry Alternatives in 2026

Updated

20 platforms from model registries ranked against MLflow Model Registry on the same published basis.

  1. 1
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo7.3
    MLflow Model Registry vs Comet
  2. 2
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.3
    MLflow Model Registry vs GitLab Package Registry
  3. 3
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo7.3
    MLflow Model Registry vs Weights & Biases
  4. 4
    Amazon SageMaker Autopilot Free trial apiWeb 7.2
    MLflow Model Registry vs Amazon SageMaker Autopilot
  5. 5
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.2
    MLflow Model Registry vs ClearML
  6. 6
    DagsHub Free plan apiself-hostedWeb $99/mo7.2
    MLflow Model Registry vs DagsHub
  7. 7
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.2
    MLflow Model Registry vs Hopsworks AI Lakehouse
  8. 8
    Jozu Hub Free plan apiself-hostedWeb Free7.2
    MLflow Model Registry vs Jozu Hub
  9. 10
    TrueFoundry AI Gateway Free plan apiself-hostedWeb $25/mo7.2
    MLflow Model Registry vs TrueFoundry AI Gateway
  10. 11
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.2
    MLflow Model Registry vs ZenML
  11. 12
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.1
    MLflow Model Registry vs MLRun
  12. 13
    Polyaxon Free plan apiself-hostedWeb Free7.1
    MLflow Model Registry vs Polyaxon
  13. 14
    Cloudera Data Lake Service apiWeb 6.8
    MLflow Model Registry vs Cloudera Data Lake Service
  14. 15
    Snowflake Feature Store apiWeb 6.8
    MLflow Model Registry vs Snowflake Feature Store
  15. 16
    C3 AI Demand Planning apiself-hostedWeb 6.7
    MLflow Model Registry vs C3 AI Demand Planning
  16. 17
    DataRobot Free trial apiLinuxself-hostedWeb 6.7
    MLflow Model Registry vs DataRobot
  17. 18
    Deeploy apiself-hostedWeb 6.7
    MLflow Model Registry vs Deeploy
  18. 19
    JFrog ML Free trial apiself-hostedWeb 6.7
    MLflow Model Registry vs JFrog ML
  19. 20
    Radiant AI Cloud Model Registry apiLinuxMacWebWin 6.7
    MLflow Model Registry vs Radiant AI Cloud Model Registry
  20. 21
    Snowflake CoCo Free trial apiLinuxMacWebWin 6.7
    MLflow Model Registry vs Snowflake CoCo

MLflow Model Registry alternatives compared

#PlatformScoreFree planFromRuns on
1Comet7.3Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
2GitLab Package Registry7.3Free plan$2.42/moAPI, Linux, self-hosted, Web
3Weights & Biases7.3Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
4Amazon SageMaker Autopilot7.2No—API, Web
5ClearML7.2Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
6DagsHub7.2Free plan$99/moAPI, self-hosted, Web
7Hopsworks AI Lakehouse7.2Free planFreeAPI, Linux, self-hosted, Web
8Jozu Hub7.2Free planFreeAPI, self-hosted, Web
10TrueFoundry AI Gateway7.2Free plan$25/moAPI, self-hosted, Web
11ZenML7.2Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
12MLRun7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
13Polyaxon7.1Free planFreeAPI, self-hosted, Web
14Cloudera Data Lake Service6.8No—API, Web
15Snowflake Feature Store6.8No—API, Web
16C3 AI Demand Planning6.7No—API, self-hosted, Web
17DataRobot6.7No—API, Linux, self-hosted, Web
18Deeploy6.7No—API, self-hosted, Web
19JFrog ML6.7No—API, self-hosted, Web
20Radiant AI Cloud Model Registry6.7No—API, Linux, Mac, Web, Windows
21Snowflake CoCo6.7No—API, Linux, Mac, Web, Windows
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Questions about MLflow Model Registry alternatives

What is the best alternative to MLflow Model Registry?

Comet, number 1 in model registries with a score of 7.3 out of 10. The others here: GitLab Package Registry, Weights & Biases, Amazon SageMaker Autopilot and 16 more.

What is the best free alternative to MLflow Model Registry?

Comet is the best-ranked alternative with a free plan. 11 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, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it.