Best JFrog ML Alternatives in 2026
Updated
20 apps from model registry software ranked against JFrog ML on the same published basis.
- 1JFrog ML vs Weights & Biases
- 2JFrog ML vs Comet
- 3JFrog ML vs ClearML
- 4JFrog ML vs ZenML
- 5JFrog ML vs MLRun
- 6JFrog ML vs GitLab Package Registry
- 7JFrog ML vs Hopsworks AI Lakehouse
- 8JFrog ML vs MLflow Model Registry
- 9JFrog ML vs Amazon SageMaker Autopilot
- 10JFrog ML vs DagsHub
- 11JFrog ML vs Databricks Notebooks
- 12JFrog ML vs Jozu Hub
- 13JFrog ML vs TrueFoundry AI Gateway
- 14JFrog ML vs Polyaxon
- 15JFrog ML vs Radiant AI Cloud Model Registry
- 16JFrog ML vs Snowflake CoCo
- 17JFrog ML vs Cloudera Data Lake Service
- 18JFrog ML vs SAS Visual Statistics
- 19JFrog ML vs Snowflake Feature Store
- 20JFrog ML vs DataRobot
JFrog ML alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Weights & Biases | 7.3 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | Comet | 7.2 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 3 | ClearML | 7.1 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 4 | ZenML | 7.1 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | MLRun | 7.0 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 6 | GitLab Package Registry | 6.9 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 7 | Hopsworks AI Lakehouse | 6.8 | Free plan | Free | API, Linux, self-hosted, Web |
| 8 | MLflow Model Registry | 6.8 | Free plan | Free | API, Linux, self-hosted, Web |
| 9 | Amazon SageMaker Autopilot | 6.7 | No | — | API, Web |
| 10 | DagsHub | 6.7 | Free plan | $99/mo | API, self-hosted, Web |
| 11 | Databricks Notebooks | 6.7 | Free plan | Free | Web |
| 12 | Jozu Hub | 6.7 | Free plan | Free | API, self-hosted, Web |
| 13 | TrueFoundry AI Gateway | 6.7 | Free plan | $25/mo | API, self-hosted, Web |
| 14 | Polyaxon | 6.5 | Free plan | Free | API, self-hosted, Web |
| 15 | Radiant AI Cloud Model Registry | 6.4 | No | — | API, Linux, Mac, Web, Windows |
| 16 | Snowflake CoCo | 6.4 | No | — | API, Linux, Mac, Web, Windows |
| 17 | Cloudera Data Lake Service | 6.2 | No | — | API, Web |
| 18 | SAS Visual Statistics | 6.2 | No | — | self-hosted, Web |
| 19 | Snowflake Feature Store | 6.2 | No | — | API, Web |
| 20 | DataRobot | 6.1 | No | — | API, Linux, self-hosted, Web |
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Questions about JFrog ML alternatives
What is the best alternative to JFrog ML?
Weights & Biases, number 1 in model registry software with a score of 7.3 out of 10. The others here: Comet, ClearML, ZenML and 16 more.
What is the best free alternative to JFrog ML?
Weights & Biases is the best-ranked alternative with a free plan. 13 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: documentation depth, a free tier and the platforms it runs on.