Best JFrog ML Alternatives in 2026
Updated
20 platforms 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 GitLab Package Registry
- 4JFrog ML vs MLRun
- 5JFrog ML vs Jozu Hub
- 6JFrog ML vs Amazon SageMaker Autopilot
- 7JFrog ML vs DagsHub
- 8JFrog ML vs TrueFoundry AI Gateway
- 9JFrog ML vs ClearML
- 10JFrog ML vs Hopsworks AI Lakehouse
- 11JFrog ML vs Databricks Notebooks
- 12JFrog ML vs MLflow Model Registry
- 13JFrog ML vs Snowflake CoCo
- 14JFrog ML vs ZenML
- 15JFrog ML vs DataRobot
- 16JFrog ML vs SAS Visual Statistics
- 17JFrog ML vs Polyaxon
- 19JFrog ML vs Valohai
- 20JFrog ML vs Radiant AI Cloud Model Registry
- 21JFrog ML vs Cloudera Data Lake Service
JFrog ML alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Weights & Biases | 7.9 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | Comet | 7.8 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 3 | GitLab Package Registry | 7.6 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 4 | MLRun | 7.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | Jozu Hub | 7.5 | Free plan | Free | API, self-hosted, Web |
| 6 | Amazon SageMaker Autopilot | 7.4 | No | — | API, Web |
| 7 | DagsHub | 7.4 | Free plan | $99/mo | API, self-hosted, Web |
| 8 | TrueFoundry AI Gateway | 7.4 | Free plan | $25/mo | API, self-hosted, Web |
| 9 | ClearML | 7.2 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | Hopsworks AI Lakehouse | 7.0 | Free plan | Free | API, Linux, self-hosted, Web |
| 11 | Databricks Notebooks | 6.9 | Free plan | Free | Web |
| 12 | MLflow Model Registry | 6.9 | Free plan | Free | API, Linux, self-hosted, Web |
| 13 | Snowflake CoCo | 6.9 | No | — | API, Linux, Mac, Web, Windows |
| 14 | ZenML | 6.9 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 15 | DataRobot | 6.8 | No | — | API, Linux, self-hosted, Web |
| 16 | SAS Visual Statistics | 6.8 | No | — | self-hosted, Web |
| 17 | Polyaxon | 6.7 | Free plan | Free | API, self-hosted, Web |
| 19 | Valohai | 6.5 | No | — | API, Linux, self-hosted, Web |
| 20 | Radiant AI Cloud Model Registry | 6.4 | No | — | API, Linux, Mac, Web, Windows |
| 21 | Cloudera Data Lake Service | 6.3 | No | — | API, Web |
Make your platform an alternative to JFrog ML
See the priceThe sponsored alternative slot on this page is labelled Sponsored.
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 7.9 out of 10. The others here: Comet, GitLab Package Registry, MLRun 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 how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.