Best Model Registries in 2026
When you’re adding governance around model development, registry tools help you track versions and artifacts, manage aliases, and connect models with deployment workflows. Compare the entries on approval workflows, artifact storage, deployment tracking, free plans, model aliases, lineage and versioning, plus the listed starting price. MLflow Model Registry, ClearML and Comet lead the ranked entries, followed by options including Hopsworks AI Lakehouse, Deeploy and JFrog ML. The mix of capabilities can help you weigh how much process control you need against the storage and tracking features that fit your team’s workflow.
20 model registries ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
| # | Platform | Score | Why | From | Free plan | Paid from | Model versioning | |
|---|---|---|---|---|---|---|---|---|
| 1 |  MLflow Model Registry | 8.2 | RecognisedDocumentedAPI | Free | Yes | — | Yes | View |
| 2 | ClearML | 7.5 | RecognisedDocumentedAPI | $15/mo | Yes | — | — | View |
| 3 | Comet | 7.5 | RecognisedDocumentedAPI | $19/mo | Yes | — | — | View |
| 4 | Hopsworks AI Lakehouse | 7.3 | RecognisedDocumentedAPI | Free | Yes | — | — | View |
| 5 | Deeploy | 7.1 | RecognisedDocumentedAPI | — | No | — | Yes | View |
| 6 | JFrog ML | 6.8 | RecognisedDocumentedAPI | — | No | — | Yes | View |
| 7 |  Jozu Hub | 6.8 | RecognisedDocumentedAPI | Free | Yes | — | Yes | View |
| 8 | Polyaxon | 6.7 | RecognisedDocumentedAPI | Free | Yes | 555 /mo | — | View |
| 9 | DagsHub | 6.6 | RecognisedDocumentedAPI | $8.25/mo | Yes | — | — | View |
| 10 | Valohai | 6.5 | RecognisedDocumentedAPI | — | No | — | — | View |
| 11 | ZenML | 6.3 | RecognisedDocumentedAPI | $999/mo | Yes | 999 /mo | — | View |
| 12 | DataRobot | 6.0 | RecognisedDocumentedAPI | — | — | — | — | View |
| 13 |  TrueFoundry AI Gateway | 6.0 | RecognisedDocumentedAPI | Free | Yes | — | — | View |
| 14 | ModelOp Center | 5.5 | RecognisedDocumentedAPI | — | — | — | — | View |
| 15 | Snowflake Feature Store | 5.5 | RecognisedDocumentedAPI | — | — | — | — | View |
| 16 | MLRun | 5.4 | RecognisedDocumentedAPI | Free | — | — | — | View |
| 17 | C3 AI Demand Planning | 5.4 | RecognisedDocumentedAPI | — | — | — | — | View |
| 18 | Vertex AI Vector Search | 4.5 | RecognisedDocumentedAPI | — | — | — | — | View |
| 19 |  SAP Joule Studio | 4.5 | RecognisedDocumentedAPI | — | — | — | — | View |
| 20 | Kubeflow Notebooks | 4.4 | RecognisedDocumentedAPI | — | — | — | — | View |
Is your platform 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 registrie is ranked first on Inferse?
MLflow Model Registry is ranked #1 of 20 with a score of 8.2. ClearML is second and Comet third.
How many of these have a free plan?
10 of the 20 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, DagsHub has the lowest first paid tier we found: $8.25/mo.
How is this list ranked?
Model lists are sorted by the figure in their title — price per million input tokens, context length or release date — exactly as each provider publishes it. Platforms are ranked on what each vendor publishes: an API, a free tier, open code and documentation depth. Paid placements never change a rank.