Free and open first
Best Model Registry Software in 2026
If you manage machine-learning models across development and deployment, a registry can help keep versions, artifacts, and history organized. Compare model versioning, lineage, and aliases to see how each option represents changes and relationships between models. Artifact storage, approval workflows, and deployment tracking add further points to weigh. Check free-plan availability and the listed starting price as well. Weights & Biases, ClearML, and Comet are among the names to consider alongside MLRun, ZenML, and MLflow Model Registry. The comparison fields help you judge which registry capabilities match the way you need to manage models.
- 36 apps
- Research read 23 Sept 2026
- How the order is worked out
- 1
ClearML
Free plan APILinuxMac+3ClearML combines AI/ML development tooling with infrastructure and GenAI deployment capabilities, and offers both self-hosted and managed deployment paths.
- 2
Comet
Free plan APILinuxMac+3Comet covers both LLM observability and evaluation through Opik and machine-learning workflows through MLOps.
- 3
DagsHub
Free plan APILinuxMac+3DagsHub provides a shared workspace for machine-learning data and project lifecycle management, with curation and experiment tools.
- 4
Hopsworks AI Lakehouse
Free plan APILinuxSelf-hosted+1Hopsworks AI Lakehouse brings data storage, feature pipelines, and AI workflows together across batch, streaming, and LLM use cases.
- 5
MLflow Model Registry
Free plan APILinuxSelf-hosted+1MLflow Model Registry provides versioning, lineage, and lifecycle tools in a free open-source package. Teams that need artifact storage should note that it is not supported.
- 6
Jozu Hub
Free plan APISelf-hostedWeb - 7
MLRun
Free plan APILinuxMac+3Choose MLRun if your team needs an open-source framework for coordinating ML or generative-AI work, with feature management and lifecycle tools.
- 8
Polyaxon
Free plan APISelf-hostedWebChoose Polyaxon if you need a Kubernetes control plane that combines experiment tracking, workload orchestration and evaluation, with managed and self-hosted deployment choices.
- 9
TrueFoundry AI Gateway
Free plan APILinuxSelf-hosted+1Choose TrueFoundry AI Gateway if your team needs centralized model access, routing and usage controls across providers.
- 10
ZenML
Free plan APILinuxMac+3ZenML provides pipeline orchestration with versioning, caching, and flexible deployment choices.
- 11
Kubeflow Notebooks
Free plan Self-hostedWebChoose Kubeflow Notebooks if you want free, open-source notebook environments running inside Kubernetes, with configurable resources and organization-level access control.
- 12
Oracle Database
by Oracle DatabaseFree plan Self-hostedPick Oracle Database if you need a converged database engine with broad deployment choices, security controls, scaling, and replication.
- 13
DataRobot
Free trial APILinuxSelf-hosted+1DataRobot combines AI development, deployment, and governance tools with several deployment options.
- 14
GitLab Model Registry
Free plan Web - 15
Red Hat OpenShift Pipelines
Free trial APILinuxSelf-hosted+1OpenShift Pipelines is designed for CI/CD workflows within OpenShift, with Tekton-based definitions and console management.
- 16
C3 AI Demand Planning
Paid APISelf-hostedWebC3 AI Demand Planning combines multi-horizon forecasting, scenario planning and explainability for organizations coordinating demand plans across teams.
- 17
Valohai
Free trial APILinuxSelf-hosted+1Valohai brings core MLOps workflow controls into one platform, with flexible compute and deployment choices. Teams should request a quote to assess its per-user subscription cost.
- 18
JFrog ML
Free trial APISelf-hostedWebJFrog ML brings model development, serving, feature management, observability, and governance into one production platform.
- 19
W&B Registry
Free plan LinuxMacWeb+1 - 20
Deeploy
Paid APISelf-hostedWebDeeploy combines AI inventory, governance frameworks, monitoring and deployment controls for organisations managing multiple AI systems.
- 21
Vertex AI Vector Search
Free trial APIWebChoose Vertex AI Vector Search for cloud search, recommendations or generative AI retrieval when its embedding modes, filters and endpoint choices fit your application.
5.5 Visit site - 22
ModelOp Center
Paid APISelf-hostedModelOp Center brings governance workflows, inventory, policy controls, and monitoring into an organization’s environment.
- 23
Radiant AI Cloud Model Registry
Paid APILinuxMac+2Choose Radiant AI Cloud Model Registry if your team wants model versions, artifact storage, and a path from fine-tuning checkpoints to deployment.
5.2 Visit site - 24
Snowflake Feature Store
Paid APIWebChoose Snowflake Feature Store if your team builds ML features within Snowflake and needs batch or streaming updates, point-in-time joins, or automatic lineage.
5.1 Visit site - 25
Azure Machine Learning
Paid WebChoose Azure Machine Learning if your workflows need forecasting, evaluation, automated learning, or batch and real-time deployment.
5.0 Visit site
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price
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