Best ModelDB Alternatives in 2026
Updated
20 platforms from ML experiment tracking software ranked against ModelDB on the same published basis.
- 1ModelDB vs Comet
- 2ModelDB vs Weights & Biases
- 3ModelDB vs GitLab Package Registry
- 4ModelDB vs MLRun
- 5ModelDB vs Amazon SageMaker Autopilot
- 6ModelDB vs DagsHub
- 7ModelDB vs ClearML
- 8ModelDB vs Trackio
- 9ModelDB vs Hopsworks AI Lakehouse
- 10ModelDB vs Databricks Notebooks
- 11ModelDB vs Metaflow
- 12ModelDB vs Snowflake CoCo
- 13ModelDB vs TensorBoard
- 14ModelDB vs ZenML
- 15ModelDB vs MLflow GenAI Evaluation
- 16ModelDB vs Polyaxon
- 17ModelDB vs Guild AI
- 18ModelDB vs OpenML
- 19ModelDB vs Valohai
- 20ModelDB vs FastTrackML
ModelDB alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Comet | 8.0 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 2 | Weights & Biases | 8.0 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | GitLab Package Registry | 7.7 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 4 | MLRun | 7.7 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | Amazon SageMaker Autopilot | 7.6 | No | — | API, Web |
| 6 | DagsHub | 7.6 | Free plan | $99/mo | API, self-hosted, Web |
| 7 | ClearML | 7.3 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | Trackio | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 9 | Hopsworks AI Lakehouse | 7.1 | Free plan | Free | API, Linux, self-hosted, Web |
| 10 | Databricks Notebooks | 7.0 | Free plan | Free | Web |
| 11 | Metaflow | 7.0 | Free plan | Free | API, Linux, Mac, self-hosted, Web |
| 12 | Snowflake CoCo | 7.0 | No | — | API, Linux, Mac, Web, Windows |
| 13 | TensorBoard | 7.0 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 14 | ZenML | 7.0 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 15 | MLflow GenAI Evaluation | 6.8 | Free plan | Free | API, self-hosted, Web |
| 16 | Polyaxon | 6.8 | Free plan | Free | API, self-hosted, Web |
| 17 | Guild AI | 6.7 | No | — | Linux, Mac, Web, Windows |
| 18 | OpenML | 6.7 | Free plan | Free | API, Web |
| 19 | Valohai | 6.7 | No | — | API, Linux, self-hosted, Web |
| 20 | FastTrackML | 6.4 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
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Questions about ModelDB alternatives
What is the best alternative to ModelDB?
Comet, number 1 in ML experiment tracking software with a score of 8.0 out of 10. The others here: Weights & Biases, GitLab Package Registry, MLRun and 16 more.
What is the best free alternative to ModelDB?
Comet is the best-ranked alternative with a free plan. 15 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.