Best Model Registry Software in 2026
Updated
33 model registry software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
33ranked
0free plans on this page
5 Oct 2026last checked
Input list Model Registry Software 8 channels on this page · 10 of 64 spec lines stated by the makers
Ch Tool Free planPaid fromModel versioningApproval workflowsModel lineageDeployment trackingModel aliasesArtifact storage Spec sheet Score
26 Domino Model Monitor Free planNoPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 1/8spec lines stated 6.2
27 ModelOp Center Free plannot statedPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 0/8spec lines stated 5.7
28 SAS Model Manager Free planNoPaid fromnot statedModel versioningYesApproval workflowsYesModel lineageYesDeployment trackingYesModel aliasesnot statedArtifact storageYes 6/8spec lines stated 5.7
29 Oracle Code Assist Free planNoPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 1/8spec lines stated 5.6
30 SAP Joule Studio Free planNoPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 1/8spec lines stated 5.2
31 Oracle Cloud Infrastructure Data Science Free planNoPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 1/8spec lines stated 5.0
32 Kubeflow Notebooks Free plannot statedPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 0/8spec lines stated 4.9
33 Vertex AI Vector Search Free plannot statedPaid fromnot statedModel versioningnot statedApproval workflowsnot statedModel lineagenot statedDeployment trackingnot statedModel aliasesnot statedArtifact storagenot stated 0/8spec lines stated 4.9
Compare all 8 in a table
| # | Tool | Score | Free plan | Free plan | Paid from | Model versioning | Approval workflows |
|---|---|---|---|---|---|---|---|
| 26 | Domino Model Monitor | 6.2 | No | No | — | — | — |
| 27 | ModelOp Center | 5.7 | No | — | — | — | — |
| 28 | SAS Model Manager | 5.7 | No | No | — | Yes | Yes |
| 29 | Oracle Code Assist | 5.6 | No | No | — | — | — |
| 30 | SAP Joule Studio | 5.2 | No | No | — | — | — |
| 31 | Oracle Cloud Infrastructure Data Science | 5.0 | No | No | — | — | — |
| 32 | Kubeflow Notebooks | 4.9 | No | — | — | — | — |
| 33 | Vertex AI Vector Search | 4.9 | No | — | — | — | — |
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