19.1
Weights & Biases is an AI developer platform for building AI agents, applications, and models.
Free planAndroidiOSWeb
Best Model Registries in 2026
Model registries help you store and manage machine-learning model versions and related records. Tools in this category include hosted services, APIs and self-hosted options. Compare pricing, trial terms and deployment choices before signing up. Platform coverage includes web, API, self-hosted, Linux, macOS and Windows; check the product details for Android support if you plan to use a Xiaomi, Redmi or POCO phone or…
29.0
Databricks Notebooks is a web-based environment for data and machine-learning work, with tools for SQL analytics, streaming ingestion, and data lake support.
Free planAndroidWebAPI
38.7
Comet offers two product families on one platform: Opik for observing and evaluating LLM applications, and MLOps for machine-learning work.
Free planWebAPILinux
- 4
DagsHub
DagsHub is a platform for managing machine-learning projects across data collection, dataset curation and annotation, experimentation, and model management.
Free planWebAPILinuxmacOS8.6From $99 a month - 5
TrueFoundry AI Gateway
TrueFoundry AI Gateway sits between applications and model providers, giving teams a single API for managing model access, routing, governance,…
Free planWebAPILinuxSelf-hosted8.2From $499 a month - 6
ClearML
ClearML is an AI infrastructure platform organized into three layers: Infrastructure Control Plane, AI Development Center, and GenAI App Engine.
Free planWebAPILinuxmacOS8.1From $15 a month - 7
GitLab Package Registry
GitLab Package Registry lets teams publish and share packages that downstream projects can use as dependencies.
Free planWebAPILinuxSelf-hosted7.8Free plan - 8
ZenML
ZenML orchestrates AI and machine-learning pipelines and Python-based agents.
Free planWebAPILinuxmacOS7.7From $999 a month - 9
Amazon SageMaker Autopilot
Amazon SageMaker Autopilot builds, trains, and tunes machine learning models from customer data, with visibility into the process and control over training choices.
Free planWebAPI7.6Free plan - 10
Hopsworks AI Lakehouse
Hopsworks AI Lakehouse is a platform for building batch, real-time, and LLM-based AI systems using open standards.
Free planWebAPILinuxSelf-hosted7.1Free plan - 11
MLRun
Free planWebAPILinuxmacOS7.1Free plan - 12
Snowflake CoCo
Snowflake CoCo is an AI coding agent for data engineering, analytics, machine learning and agent-building work in Snowflake.
WebAPILinuxmacOS6.9 - 13
Jozu Hub
Jozu Hub is a registry for models, agents, MCPs, and skills, with artifact checks and controls for governance and audit trails.
Free planWebAPISelf-hosted6.8Free plan - 14
MLflow Model Registry
MLflow Model Registry is a centralized model store, API, and interface for managing machine-learning models throughout their lifecycle.
Free planWebAPILinuxSelf-hosted6.8Free plan - 15
DataRobot
DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions.
WebAPILinuxSelf-hosted6.6 - 16
SAS Visual Statistics
SAS Visual Statistics is a statistical modeling and visualization product on SAS Viya, designed to take users from raw data analysis toward strategic action.
WebSelf-hosted6.6 - 17
Polyaxon
Polyaxon is a control plane for machine-learning and AI engineering workloads on Kubernetes, spanning training, inference, and agent tasks.
Free planWebAPISelf-hosted6.5Free plan - 18
JFrog ML
WebAPISelf-hosted6.5 - 19
Oracle Code Assist
Oracle Code Assist is an AI coding companion for developers working with Java, SuiteScript, PL/SQL, or applications on Oracle Cloud Infrastructure (OCI).
WebExtensionLinuxmacOS6.5 - 20
Snowflake Feature Store
Snowflake Feature Store helps data scientists and machine-learning engineers create, maintain, and use ML features within Snowflake.
WebAPI6.3 - 21
Red Hat OpenShift Pipelines
Red Hat OpenShift Pipelines automates application delivery on Red Hat OpenShift using a cloud-native CI/CD approach built on Tekton.
WebAPILinuxSelf-hosted6.3 - 22
Valohai
Valohai is an MLOps platform for orchestrating machine-learning workflows and managing compute, datasets, and pipelines.
WebAPILinuxSelf-hosted6.3 - 23
Cloudera Data Lake Service
Cloudera Data Lake Service provides data governance, metadata, access controls, and auditing capabilities for data lake workloads.
WebAPI6.1 - 24
Vertex AI Vector Search
Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.
WebAPI6.1 - 25
Kubeflow Notebooks
Kubeflow Notebooks provides interactive development environments for AI, machine learning, and data workloads, running notebook containers directly…
WebSelf-hosted6.1
Choosing well
Compare free plans and trials
A free plan is available from listings in this category. Paid pricing ranges from entry prices such as $15 or $19 per user per month to plans starting at $999 per month.
Free trials also appear in the listings, including 14-day and 30-day terms. Check what the free plan includes and when a trial changes to paid billing.
Check where you can use it
The category covers web, API, self-hosted, Linux, macOS and Windows deployments. Confirm the exact platform offered by a tool before choosing it.
If you need phone or tablet access, check the product page for an Android app or mobile web support.
Choose hosted or self-hosted
Hosted services can be used through the web or an API, while self-hosted options may run on your own infrastructure. Match the deployment model to your setup and administration needs.
Look for documentation that explains installation, supported operating systems and API access before committing.
Check scope and upkeep
Compare the tool's documented breadth and how recently its information is maintained. Check the licence if you need to read or change the code.
Names in this category include Comet, MLflow Model Registry, GitLab Package Registry and ZenML, so review the individual product details rather than assuming identical coverage.
Questions people ask
Do these model registries have free plans?
Yes. The listings include products with free plans, including free and freemium pricing models. Check the stated limits and paid starting price for the tool you are considering.
Can I try a registry before paying?
Free trials are offered by listings such as Weights & Biases and GitLab Package Registry for 30 days, plus DagsHub and Jozu Hub for 14 days.
Which deployment options are covered?
The category includes web, API, self-hosted, Linux, macOS and Windows options. Check each product's documentation for its specific deployment support.
What should I check if I need source access?
Review the tool's licence and documentation. The ranking considers open source as a published factor, but licence terms differ by product.