Free and open first
Best Model registries in 2026
- 38 apps
- Research read 16 Oct 2026
- How the order is worked out
- 1
Comet
Free plan APILinuxMac+3Comet covers both LLM observability and evaluation through Opik and machine-learning workflows through MLOps.
- 2
Databricks Notebooks
by Databricks NotebooksFree plan AndroidAPILinux+3Choose Databricks Notebooks if you need a web notebook environment with data governance, lineage, table rollback, and machine-learning capabilities.
- 3
Weights & Biases
Free plan AndroidAPIiPhone+5Choose Weights & Biases if your work needs experiment tracking alongside tools for evaluating and monitoring AI applications, with registry and deployment options.
- 4
GitLab Package Registry
Free plan APILinuxSelf-hosted+1GitLab Package Registry combines package hosting with project access controls, API support, and CI/CD integration.
- 5
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.
- 6
DagsHub
Free plan APILinuxMac+3DagsHub provides a shared workspace for machine-learning data and project lifecycle management, with curation and experiment tools.
- 7
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.
- 8
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.
- 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
Jozu Hub
Free plan APISelf-hostedWeb - 12
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.
- 13
Amazon SageMaker Autopilot
Free plan APIWeb - 14
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.
- 15
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.
- 16
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.
- 17
DataRobot
Free trial APILinuxSelf-hosted+1DataRobot combines AI development, deployment, and governance tools with several deployment options.
- 18
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.
- 19
Snowflake CoCo
Free trial APILinuxMac+2Choose CoCo if your work centers on Snowflake and you want coding assistance across Snowsight, a desktop environment, or the CLI.
- 20
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.
- 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.
5.8 Visit site - 22
JFrog ML
Free trial APISelf-hostedWebJFrog ML brings model development, serving, feature management, observability, and governance into one production platform.
- 23
SAS Visual Statistics
Free trial Self-hostedWebSAS Visual Statistics combines interactive modeling, collaboration, broad imports, and multiple programming interfaces.
- 24
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.
- 25
Deeploy
Paid APISelf-hostedWebDeeploy combines AI inventory, governance frameworks, monitoring and deployment controls for organisations managing multiple AI systems.
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price