Best Model Registry Software in 2026
Updated
In short: MLflow Model Registry is ranked #1 of 23 as of 4 October 2026, ahead of ClearML and Comet. The best-ranked option with a free plan is ClearML. The lowest first paid tier on this page is ClearML at $15/mo.
Model registry software gives you features to compare for organizing model artifacts and keeping track of model changes and deployment. Look at model versioning, aliases and lineage to assess how entries handle model identity and history. Artifact storage, approval workflows and deployment tracking add other dimensions to consider for your processes. Check the free plan and paid-from price as well. Weights & Biases, Comet and GitLab Package Registry are among the options, with Amazon SageMaker Autopilot and ClearML also shown. Think about what you need to store, trace or approve, and compare those requirements against the listed features and plan details.
23 model registry software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
Recognised 40% · Phone app 26% · Documented 20% · Free plan 14% of the score
- 1 MLflow Model Registry No phone app RecognisedPhone appDocumentedFree plan 8.1Free Model versioning: YesApproval workflows: YesModel lineage: Yes
- 2 ClearML No phone app RecognisedPhone appDocumentedFree plan 8.1$15/mo
- 3 Comet No phone app RecognisedPhone appDocumentedFree plan 8.1$19/mo
- 4 Hopsworks AI Lakehouse No phone app RecognisedPhone appDocumentedFree plan 7.8Free
- 5 DagsHub No phone app RecognisedPhone appDocumentedFree plan 7.4$99/mo
- 6 Deeploy No phone app RecognisedPhone appDocumentedFree plan 7.1 Model versioning: YesApproval workflows: YesModel lineage: Yes
- 7 Polyaxon No phone app RecognisedPhone appDocumentedFree plan 7.1Free
- 8 MLRun No phone app RecognisedPhone appDocumentedFree plan 7.1Free
- 9 Valohai No phone app RecognisedPhone appDocumentedFree plan 6.8
- 10 JFrog ML No phone app RecognisedPhone appDocumentedFree plan 6.8 Model versioning: YesModel lineage: Yes
- 11 ZenML No phone app RecognisedPhone appDocumentedFree plan 6.6$999/mo
- 12 TrueFoundry AI Gateway No phone app RecognisedPhone appDocumentedFree plan 6.5$25/mo
- 13 SAS Model Manager No phone app RecognisedPhone appDocumentedFree plan 6.4 Model versioning: YesApproval workflows: YesModel lineage: Yes
- 14 ModelOp Center No phone app RecognisedPhone appDocumentedFree plan 5.9
- 15 Jozu Hub No phone app RecognisedPhone appDocumentedFree plan 5.8Free Model versioning: YesModel lineage: Yes
- 16 C3 AI Demand Planning No phone app RecognisedPhone appDocumentedFree plan 5.8
- 17 Snowflake Feature Store No phone app RecognisedPhone appDocumentedFree plan 5.8
- 18 DataRobot No phone app RecognisedPhone appDocumentedFree plan 5.7
- 19 Oracle Cloud Infrastructure Data Science No phone app RecognisedPhone appDocumentedFree plan 5.4
- 20 Vertex AI Vector Search No phone app RecognisedPhone appDocumentedFree plan 4.6
- 21 SAP Joule Studio No phone app RecognisedPhone appDocumentedFree plan 4.6
- 22 Kubeflow Notebooks No phone app RecognisedPhone appDocumentedFree plan 4.5
- 23 Red Hat OpenShift Pipelines No phone app RecognisedPhone appDocumentedFree plan 4.4
Compare all 23 in a table
| # | App | Score | Free plan | From | Free plan | Paid from | Model versioning | Approval workflows |
|---|---|---|---|---|---|---|---|---|
| 1 | MLflow Model Registry | 8.1 | Free plan | Free | Yes | — | Yes | Yes |
| 2 | ClearML | 8.1 | Free plan | $15/mo | Yes | — | — | — |
| 3 | Comet | 8.1 | Free plan | $19/mo | Yes | — | — | — |
| 4 | Hopsworks AI Lakehouse | 7.8 | Free plan | Free | Yes | — | — | — |
| 5 | DagsHub | 7.4 | Free plan | $99/mo | Yes | — | — | — |
| 6 | Deeploy | 7.1 | No | — | No | — | Yes | Yes |
| 7 | Polyaxon | 7.1 | Free plan | Free | Yes | 555 /mo | — | — |
| 8 | MLRun | 7.1 | Free plan | Free | — | — | — | — |
| 9 | Valohai | 6.8 | No | — | No | — | — | — |
| 10 | JFrog ML | 6.8 | No | — | No | — | Yes | — |
| 11 | ZenML | 6.6 | Free plan | $999/mo | Yes | 999 /mo | — | — |
| 12 | TrueFoundry AI Gateway | 6.5 | Free plan | $25/mo | Yes | — | — | — |
| 13 | SAS Model Manager | 6.4 | No | — | No | — | Yes | Yes |
| 14 | ModelOp Center | 5.9 | No | — | — | — | — | — |
| 15 | Jozu Hub | 5.8 | Free plan | Free | Yes | — | Yes | — |
| 16 | C3 AI Demand Planning | 5.8 | No | — | — | — | — | — |
| 17 | Snowflake Feature Store | 5.8 | No | — | — | — | — | — |
| 18 | DataRobot | 5.7 | No | — | — | — | — | — |
| 19 | Oracle Cloud Infrastructure Data Science | 5.4 | No | — | No | — | — | — |
| 20 | Vertex AI Vector Search | 4.6 | No | — | — | — | — | — |
| 21 | SAP Joule Studio | 4.6 | No | — | No | — | — | — |
| 22 | Kubeflow Notebooks | 4.5 | No | — | — | — | — | — |
| 23 | Red Hat OpenShift Pipelines | 4.4 | No | — | — | — | — | — |
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which model registry software is ranked first on Samsung Mobile US Press?
MLflow Model Registry is ranked #1 of 23 with a score of 8.1. ClearML is second and Comet third.
How many of these have a free plan?
10 of the 23 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, ClearML has the lowest first paid tier we found: $15/mo.
How is this list ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation. Paid placements never change a rank.