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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/mo6.7
    MLflow Model Registry vs Weights & Biases
  2. 2
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo6.6
    MLflow Model Registry vs ClearML
  3. 3
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo6.6
    MLflow Model Registry vs Comet
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free6.5
    MLflow Model Registry vs MLRun
  5. 5
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.5
    MLflow Model Registry vs ZenML
  6. 6
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo6.4
    MLflow Model Registry vs GitLab Package Registry
  7. 7
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free6.4
    MLflow Model Registry vs Hopsworks AI Lakehouse
  8. 9
    Amazon SageMaker Autopilot Free trial apiWeb 6.3
    MLflow Model Registry vs Amazon SageMaker Autopilot
  9. 10
    DagsHub Free plan apiself-hostedWeb $99/mo6.3
    MLflow Model Registry vs DagsHub
  10. 11
    Databricks Notebooks Free plan Web Free6.3
    MLflow Model Registry vs Databricks Notebooks
  11. 12
    Jozu Hub Free plan apiself-hostedWeb Free6.3
    MLflow Model Registry vs Jozu Hub
  12. 13
    Polyaxon Free plan apiself-hostedWeb Free6.3
    MLflow Model Registry vs Polyaxon
  13. 14
    TrueFoundry AI Gateway Free plan apiself-hostedWeb $25/mo6.3
    MLflow Model Registry vs TrueFoundry AI Gateway
  14. 15
    Radiant AI Cloud Model Registry apiLinuxMacWebWin 5.5
    MLflow Model Registry vs Radiant AI Cloud Model Registry
  15. 16
    Cloudera Data Lake Service apiWeb 5.4
    MLflow Model Registry vs Cloudera Data Lake Service
  16. 17
    DataRobot Free trial apiLinuxself-hostedWeb 5.4
    MLflow Model Registry vs DataRobot
  17. 18
    Snowflake Feature Store apiWeb 5.4
    MLflow Model Registry vs Snowflake Feature Store
  18. 19
    C3 AI Demand Planning apiself-hostedWeb 5.3
    MLflow Model Registry vs C3 AI Demand Planning
  19. 20
    Oracle Database self-hosted 5.3
    MLflow Model Registry vs Oracle Database
  20. 21
    Snowflake CoCo Free trial apiLinuxMacWebWin 5.2
    MLflow Model Registry vs Snowflake CoCo

MLflow Model Registry alternatives compared

#AppScoreFree planFromRuns on
1Weights & Biases6.7Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2ClearML6.6Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
3Comet6.6Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
4MLRun6.5Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5ZenML6.5Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
6GitLab Package Registry6.4Free plan$2.42/moAPI, Linux, self-hosted, Web
7Hopsworks AI Lakehouse6.4Free planFreeAPI, Linux, self-hosted, Web
9Amazon SageMaker Autopilot6.3No—API, Web
10DagsHub6.3Free plan$99/moAPI, self-hosted, Web
11Databricks Notebooks6.3Free planFreeWeb
12Jozu Hub6.3Free planFreeAPI, self-hosted, Web
13Polyaxon6.3Free planFreeAPI, self-hosted, Web
14TrueFoundry AI Gateway6.3Free plan$25/moAPI, self-hosted, Web
15Radiant AI Cloud Model Registry5.5No—API, Linux, Mac, Web, Windows
16Cloudera Data Lake Service5.4No—API, Web
17DataRobot5.4No—API, Linux, self-hosted, Web
18Snowflake Feature Store5.4No—API, Web
19C3 AI Demand Planning5.3No—API, self-hosted, Web
20Oracle Database5.3No—self-hosted
21Snowflake CoCo5.2No—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 6.7 out of 10. The others here: ClearML, Comet, 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 free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.