Databricks Notebooks
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Best Model Registries 2026
Facts read 29 Sep 2026 – 19 Oct 2026
This list covers model registry products for readers comparing services for machine-learning work. Compare platform support, pricing model, free plans and trial terms before you choose.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Databricks Notebooks | 8.9 | Free plan | Free plan | Android, Web, Windows, Mac | 14 Oct 2026 | |
| 02 Weights & Biases | It suits AI developers working on model training, fine-tuning, AI application development, or production monitoring. | 8.8 | $60 a month | Free plan | Android, iPhone & iPad, Web, Windows | 15 Oct 2026 |
| 03 Comet | Opik may suit teams building LLM applications or agents that need tracing and evaluation. | 8.7 | $19 a month | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 04 DagsHub | DagsHub suits developers and teams managing machine-learning data and experiments across multiple project stages. | 8.1 | $99 a month | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 05 GitLab Package Registry | GitLab Package Registry suits teams that need to publish dependencies for downstream projects within GitLab. | 7.5 | Free plan | Free plan | Web, Linux, API, Self-hosted | 29 Sep 2026 |
| 06 Amazon SageMaker Autopilot | It suits people building predictive models who want automated model generation alongside options to inspect and adjust data preparation and training. | 7.3 | Free plan | Free plan | Web, API | 19 Oct 2026 |
| 07 ClearML | It suits teams developing, training, and deploying AI/ML models that need GPU infrastructure management and experiment tracking. | 7.3 | $15 a month | Free plan | Web, Windows, Mac, Linux | 3 Oct 2026 |
| 08 TrueFoundry AI Gateway | This gateway suits teams managing access to multiple AI models and providers. | 7.3 | $499 a month | Free plan | Web, Linux, API, Self-hosted | 15 Oct 2026 |
| 09 Hopsworks AI Lakehouse | The platform is aimed at developers, data scientists, platform and security engineers, and administrators building AI systems. | 6.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 3 Oct 2026 |
| 10 Jozu Hub | Jozu Hub suits enterprise, regulated-industry, and government teams managing model and agent artifacts. | 6.6 | Free plan | Free plan | Web, API, Self-hosted | 5 Oct 2026 |
The page lists newest releases first, using figures the makers publish. It does not score products.
02
Weights & Biases
It suits AI developers working on model training, fine-tuning, AI application development, or production monitoring.
AndroidiPhone & iPadWeb+5 Record8.8 Visit
03
Comet
Opik may suit teams building LLM applications or agents that need tracing and evaluation.
WebWindowsMac+3 Record8.7 Visit
04
DagsHub
DagsHub suits developers and teams managing machine-learning data and experiments across multiple project stages.
WebWindowsMac+3 Record8.1 Visit
05
GitLab Package Registry
GitLab Package Registry suits teams that need to publish dependencies for downstream projects within GitLab.
WebLinuxAPI+1 Record7.5 Visit
6
Amazon SageMaker Autopilot
WebAPI Free plan Record7.3 Visit It suits people building predictive models who want automated model generation alongside options to inspect and adjust data preparation and training.
7
ClearML
WebWindowsMac+3 $15 a month Record7.3 Visit It suits teams developing, training, and deploying AI/ML models that need GPU infrastructure management and experiment tracking.
8
TrueFoundry AI Gateway
WebLinuxAPI+1 $499 a month Record7.3 Visit This gateway suits teams managing access to multiple AI models and providers.
9
Hopsworks AI Lakehouse
WebLinuxAPI+1 Free plan Record6.6 Visit The platform is aimed at developers, data scientists, platform and security engineers, and administrators building AI systems.
10
Jozu Hub
WebAPISelf-hosted Free plan Record6.6 Visit Jozu Hub suits enterprise, regulated-industry, and government teams managing model and agent artifacts.
11
ZenML
WebWindowsMac+3 $999 a month Record6.5 Visit The Open Source plan is described for individuals and small teams; Scale is aimed at teams running ML in production.
12
MLRun
WebWindowsMac+3 Free plan Record6.4 Visit MLRun provides a shared technology stack for data engineers, data scientists and machine-learning engineers.
13
MLflow Model Registry
WebLinuxAPI+1 Free plan Record6.1 Visit The registry suits solo data scientists and large machine-learning platform teams that need version tracking and lifecycle workflows.
14
DataRobot
WebLinuxAPI+1 — Record5.5 Visit It suits enterprises developing and governing AI, especially organizations in regulated industries.
15
Polyaxon
WebAPISelf-hosted Free plan Record5.4 Visit It suits AI and machine-learning teams running workloads on Kubernetes that need experiment tracking, orchestration, serving, and evaluations.
16
Cloudera Data Lake Service
WebAPI — Record4.7 Visit It suits organizations that need governance, metadata management, and access controls alongside data lake workloads.
17
Snowflake CoCo
WebWindowsMac+2 — Record4.7 Visit CoCo is for teams doing data engineering, analytics, machine learning, or agent-building work in Snowflake.
18
Snowflake Feature Store
WebAPI — Record4.6 Visit It is for data scientists and ML engineers building feature workflows within Snowflake, particularly those using Python or SQL and Snowflake Model Registry.
22
C3 AI Demand Planning
WebAPISelf-hosted — Record4.3 Visit It suits demand planners, business leaders, and teams aligning finance, operations, and compliance around forecasts.
23
Domino Model Monitor
WebAPISelf-hosted — Record4.3 Visit It suits large enterprises and regulated industries that need ongoing model-quality oversight, deployment controls, and retraining workflows.
24
Red Hat OpenShift Pipelines
WebLinuxAPI+1 — Record4.3 Visit It suits teams delivering applications on OpenShift, including decentralized teams working with microservice-based architectures.
Before you choose
Match the platform to your setup
Check the platform line for web, API, self-hosted, Linux, macOS or Windows support. Choose the access method that fits your environment.
Start with a free plan
A free plan is available from products on this list. Review what the free option includes before considering a paid tier.
Check the trial window
Trial terms vary. Listed trials include 14-day and 30-day periods, while a free plan may be offered instead of or alongside a trial.
Compare pricing models
Pricing models shown are free, freemium and paid. Published starting points include $15/user/mo for ClearML, $19/user/mo for Comet and $25/user/mo for TrueFoundry AI Gateway.
Questions
Do model registry tools offer free plans?
Yes. A free plan is offered by products in this list, including tools with free and freemium pricing models.
What trial periods are listed?
Listed trial terms include 14-day and 30-day periods.
Which platforms are represented?
Platform options represented include web, API, self-hosted, Linux, macOS and Windows.
What pricing models appear?
The list shows free, freemium and paid pricing models.
Which published starting prices can I compare?
Examples include $15/user/mo for ClearML, $19/user/mo for Comet and $25/user/mo for TrueFoundry AI Gateway.
What does Amazon SageMaker Autopilot list?
Amazon SageMaker Autopilot lists pricing from $1.90 and shows a free plan.
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