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Best MLflow Model Registry Alternatives in 2026

Updated

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

  1. 1
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo7.8
    MLflow Model Registry vs Weights & Biases
  2. 2
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo6.3
    MLflow Model Registry vs Comet
  3. 3
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo6.3
    MLflow Model Registry vs GitLab Package Registry
  4. 4
    Amazon SageMaker Autopilot Free trial apiWeb 6.2
    MLflow Model Registry vs Amazon SageMaker Autopilot
  5. 5
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo6.2
    MLflow Model Registry vs ClearML
  6. 6
    DagsHub Free plan apiself-hostedWeb $99/mo6.2
    MLflow Model Registry vs DagsHub
  7. 7
    Databricks Notebooks Free plan Web Free6.2
    MLflow Model Registry vs Databricks Notebooks
  8. 8
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free6.2
    MLflow Model Registry vs Hopsworks AI Lakehouse
  9. 9
    Jozu Hub Free plan apiself-hostedWeb Free6.2
    MLflow Model Registry vs Jozu Hub
  10. 11
    TrueFoundry AI Gateway Free plan apiself-hostedWeb $25/mo6.2
    MLflow Model Registry vs TrueFoundry AI Gateway
  11. 12
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.2
    MLflow Model Registry vs ZenML
  12. 13
    MLRun Free plan apiLinuxMacself-hostedWeb Free6.1
    MLflow Model Registry vs MLRun
  13. 14
    Polyaxon Free plan apiself-hostedWeb Free6.1
    MLflow Model Registry vs Polyaxon
  14. 15
    Cloudera Data Lake Service apiWeb 5.7
    MLflow Model Registry vs Cloudera Data Lake Service
  15. 16
    Oracle Database self-hosted 5.7
    MLflow Model Registry vs Oracle Database
  16. 17
    Snowflake Feature Store apiWeb 5.7
    MLflow Model Registry vs Snowflake Feature Store
  17. 18
    DataRobot Free trial apiLinuxself-hostedWeb 5.6
    MLflow Model Registry vs DataRobot
  18. 19
    SAS Visual Statistics Free trial self-hostedWeb 5.6
    MLflow Model Registry vs SAS Visual Statistics
  19. 20
    C3 AI Demand Planning apiself-hostedWeb 5.5
    MLflow Model Registry vs C3 AI Demand Planning
  20. 21
    JFrog ML Free trial apiself-hostedWeb 5.5
    MLflow Model Registry vs JFrog ML

MLflow Model Registry alternatives compared

#AppScoreFree planFromRuns on
1Weights & Biases7.8Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2Comet6.3Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
3GitLab Package Registry6.3Free plan$2.42/moAPI, Linux, self-hosted, Web
4Amazon SageMaker Autopilot6.2No—API, Web
5ClearML6.2Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
6DagsHub6.2Free plan$99/moAPI, self-hosted, Web
7Databricks Notebooks6.2Free planFreeWeb
8Hopsworks AI Lakehouse6.2Free planFreeAPI, Linux, self-hosted, Web
9Jozu Hub6.2Free planFreeAPI, self-hosted, Web
11TrueFoundry AI Gateway6.2Free plan$25/moAPI, self-hosted, Web
12ZenML6.2Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
13MLRun6.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
14Polyaxon6.1Free planFreeAPI, self-hosted, Web
15Cloudera Data Lake Service5.7No—API, Web
16Oracle Database5.7No—self-hosted
17Snowflake Feature Store5.7No—API, Web
18DataRobot5.6No—API, Linux, self-hosted, Web
19SAS Visual Statistics5.6No—self-hosted, Web
20C3 AI Demand Planning5.5No—API, self-hosted, Web
21JFrog ML5.5No—API, 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 7.8 out of 10. The others here: Comet, GitLab Package Registry, Amazon SageMaker Autopilot 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 mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation.