Best Model Registries in 2026

DagsHub

DagsHub is a platform for managing machine-learning projects across data collection, dataset curation and annotation, experimentation, and model management.

TrueFoundry AI Gateway

TrueFoundry AI Gateway sits between applications and model providers, giving teams a single API for managing model access, routing, governance,…

ClearML

ClearML is an AI infrastructure platform organized into three layers: Infrastructure Control Plane, AI Development Center, and GenAI App Engine.

GitLab Package Registry

GitLab Package Registry lets teams publish and share packages that downstream projects can use as dependencies.

ZenML

ZenML orchestrates AI and machine-learning pipelines and Python-based agents.

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.

Hopsworks AI Lakehouse

Hopsworks AI Lakehouse is a platform for building batch, real-time, and LLM-based AI systems using open standards.

MLRun

Snowflake CoCo

Snowflake CoCo is an AI coding agent for data engineering, analytics, machine learning and agent-building work in Snowflake.

Jozu Hub

Jozu Hub is a registry for models, agents, MCPs, and skills, with artifact checks and controls for governance and audit trails.

MLflow Model Registry

MLflow Model Registry is a centralized model store, API, and interface for managing machine-learning models throughout their lifecycle.

DataRobot

DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions.

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.

Polyaxon

Polyaxon is a control plane for machine-learning and AI engineering workloads on Kubernetes, spanning training, inference, and agent tasks.

JFrog ML

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).

Snowflake Feature Store

Snowflake Feature Store helps data scientists and machine-learning engineers create, maintain, and use ML features within Snowflake.

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.

Valohai

Valohai is an MLOps platform for orchestrating machine-learning workflows and managing compute, datasets, and pipelines.

Cloudera Data Lake Service

Cloudera Data Lake Service provides data governance, metadata, access controls, and auditing capabilities for data lake workloads.

Vertex AI Vector Search

Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.

Kubeflow Notebooks

Kubeflow Notebooks provides interactive development environments for AI, machine learning, and data workloads, running notebook containers directly…