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Best MLflow Model Registry Alternatives in 2026

Updated

20 platforms 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/mo7.8
    MLflow Model Registry vs Comet
  3. 3
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.6
    MLflow Model Registry vs GitLab Package Registry
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.6
    MLflow Model Registry vs MLRun
  5. 5
    Jozu Hub Free plan apiself-hostedWeb Free7.5
    MLflow Model Registry vs Jozu Hub
  6. 6
    Amazon SageMaker Autopilot Free trial apiWeb 7.4
    MLflow Model Registry vs Amazon SageMaker Autopilot
  7. 7
    DagsHub Free plan apiself-hostedWeb $99/mo7.4
    MLflow Model Registry vs DagsHub
  8. 8
    TrueFoundry AI Gateway Free plan apiself-hostedWeb $25/mo7.4
    MLflow Model Registry vs TrueFoundry AI Gateway
  9. 9
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.2
    MLflow Model Registry vs ClearML
  10. 10
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.0
    MLflow Model Registry vs Hopsworks AI Lakehouse
  11. 11
    Databricks Notebooks Free plan Web Free6.9
    MLflow Model Registry vs Databricks Notebooks
  12. 13
    Snowflake CoCo Free trial apiLinuxMacWebWin 6.9
    MLflow Model Registry vs Snowflake CoCo
  13. 14
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.9
    MLflow Model Registry vs ZenML
  14. 15
    DataRobot Free trial apiLinuxself-hostedWeb 6.8
    MLflow Model Registry vs DataRobot
  15. 16
    SAS Visual Statistics Free trial self-hostedWeb 6.8
    MLflow Model Registry vs SAS Visual Statistics
  16. 17
    Polyaxon Free plan apiself-hostedWeb Free6.7
    MLflow Model Registry vs Polyaxon
  17. 18
    Red Hat OpenShift Pipelines Free trial apiLinuxself-hostedWeb 6.7
    MLflow Model Registry vs Red Hat OpenShift Pipelines
  18. 19
    JFrog ML Free trial apiself-hostedWeb 6.6
    MLflow Model Registry vs JFrog ML
  19. 20
    Valohai Free trial apiLinuxself-hostedWeb 6.5
    MLflow Model Registry vs Valohai
  20. 21
    Radiant AI Cloud Model Registry apiLinuxMacWebWin 6.4
    MLflow Model Registry vs Radiant AI Cloud Model Registry

MLflow Model Registry alternatives compared

#PlatformScoreFree planFromRuns on
1Weights & Biases7.9Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2Comet7.8Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
3GitLab Package Registry7.6Free plan$2.42/moAPI, Linux, self-hosted, Web
4MLRun7.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5Jozu Hub7.5Free planFreeAPI, self-hosted, Web
6Amazon SageMaker Autopilot7.4No—API, Web
7DagsHub7.4Free plan$99/moAPI, self-hosted, Web
8TrueFoundry AI Gateway7.4Free plan$25/moAPI, self-hosted, Web
9ClearML7.2Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
10Hopsworks AI Lakehouse7.0Free planFreeAPI, Linux, self-hosted, Web
11Databricks Notebooks6.9Free planFreeWeb
13Snowflake CoCo6.9No—API, Linux, Mac, Web, Windows
14ZenML6.9Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
15DataRobot6.8No—API, Linux, self-hosted, Web
16SAS Visual Statistics6.8No—self-hosted, Web
17Polyaxon6.7Free planFreeAPI, self-hosted, Web
18Red Hat OpenShift Pipelines6.7No—API, Linux, self-hosted, Web
19JFrog ML6.6No—API, self-hosted, Web
20Valohai6.5No—API, Linux, self-hosted, Web
21Radiant AI Cloud Model Registry6.4No—API, Linux, Mac, Web, Windows
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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, GitLab Package Registry, MLRun 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 how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.