Best Model Registry Software in 2026
Updated
38 model registry software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
38ranked
0free plans on this page
7 Oct 2026last checked
0 of the 13 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.
| # | App | Signal | Free tier | Open code | Devices | From | Score |
|---|---|---|---|---|---|---|---|
| 26 | Unity GatewayWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 27 | SAS Visual StatisticsWeb · Self-hosted | One bar | — | — | 1 of 6 | — | 5.1 |
| 28 | DeeployWeb · Self-hosted · API | One bar | — | — | 1 of 6 | — | 5.0 |
| 29 | JFrog MLWeb · Self-hosted · API | One bar | — | — | 1 of 6 | — | 5.0 |
| 30 | ValohaiWeb · Linux · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.0 |
| 31 | Domino Model MonitorWeb · Self-hosted · API | One bar | — | — | 1 of 6 | — | 4.9 |
| 32 | Kubeflow NotebooksWeb | No signal | — | — | 1 of 6 | — | 4.9 |
| 33 | Vertex AI Vector SearchWeb | No signal | — | — | 1 of 6 | — | 4.9 |
| 34 | Azure Machine LearningWeb | No signal | — | — | 1 of 6 | — | 4.8 |
| 35 | ModelOp CenterSelf-hosted · API | One bar | — | — | 0 of 6 | — | 4.8 |
| 36 | SAS Model ManagerWeb | No signal | — | — | 1 of 6 | — | 4.8 |
| 37 | Oracle Cloud Infrastructure Data ScienceWeb | No signal | — | — | 1 of 6 | — | 4.6 |
| 38 | SAP Joule StudioNo platforms listed | No signal | — | — | 0 of 6 | — | 4.6 |
Compare all 13 in a table
| # | App | Score | Free plan | Free plan | Paid from | Model versioning | Approval workflows |
|---|---|---|---|---|---|---|---|
| 26 | Unity Gateway | 5.2 | No | — | — | — | — |
| 27 | SAS Visual Statistics | 5.1 | No | No | — | Yes | Yes |
| 28 | Deeploy | 5.0 | No | No | — | Yes | Yes |
| 29 | JFrog ML | 5.0 | No | No | — | Yes | — |
| 30 | Valohai | 5.0 | No | No | — | — | — |
| 31 | Domino Model Monitor | 4.9 | No | No | — | — | — |
| 32 | Kubeflow Notebooks | 4.9 | No | — | — | — | — |
| 33 | Vertex AI Vector Search | 4.9 | No | — | — | — | — |
| 34 | Azure Machine Learning | 4.8 | No | No | — | — | — |
| 35 | ModelOp Center | 4.8 | No | — | — | — | — |
| 36 | SAS Model Manager | 4.8 | No | No | — | Yes | Yes |
| 37 | Oracle Cloud Infrastructure Data Science | 4.6 | No | No | — | — | — |
| 38 | SAP Joule Studio | 4.6 | No | No | — | — | — |
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