Opik may suit teams building LLM applications or agents that need tracing and evaluation.
Free plan Free trial From $19 a month WebWindowsMacLinuxAPISelf-hosted
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Best Model Registry Software 2026
Model registry software gives you features to compare for organizing model artifacts and keeping track of model changes and deployment. Look at model versioning, aliases and lineage to assess how entries handle model identity and history. Artifact storage, approval workflows and deployment tracking add other dimensions to consider for your processes. Check the free plan and paid-from price as well. Weights & Biases, Comet and GitLab Package Registry are among the options, with Amazon SageMaker Autopilot and ClearML also shown. Think about what you need to store, trace or approve, and compare those requirements against the listed features and plan details.
02
DagsHub
DagsHub suits developers and teams managing machine-learning data and experiments across multiple project stages.
WebWindowsMac+3 Record6.0 Visit
03
TrueFoundry AI Gateway
This gateway suits teams managing access to multiple AI models and providers.
WebLinuxAPI+1 Record5.7 Visit
04
ClearML
It suits teams developing, training, and deploying AI/ML models that need GPU infrastructure management and experiment tracking.
WebWindowsMac+3 Record5.2 Visit
05
ZenML
The Open Source plan is described for individuals and small teams; Scale is aimed at teams running ML in production.
WebWindowsMac+3 Record5.1 Visit
6
MLRun
WebWindowsMac+3 Free plan Record5.0 Visit MLRun provides a shared technology stack for data engineers, data scientists and machine-learning engineers.
7
Jozu Hub
WebAPISelf-hosted Free plan Record4.8 Visit Jozu Hub suits enterprise, regulated-industry, and government teams managing model and agent artifacts.
8
Hopsworks AI Lakehouse
WebLinuxAPI+1 Free plan Record4.7 Visit The platform is aimed at developers, data scientists, platform and security engineers, and administrators building AI systems.
9
DataRobot
WebLinuxAPI+1 — Record4.4 Visit It suits enterprises developing and governing AI, especially organizations in regulated industries.
10
MLflow Model Registry
WebLinuxAPI+1 Free plan Record4.4 Visit The registry suits solo data scientists and large machine-learning platform teams that need version tracking and lifecycle workflows.
14
Polyaxon
WebAPISelf-hosted Free plan Record4.1 Visit It suits AI and machine-learning teams running workloads on Kubernetes that need experiment tracking, orchestration, serving, and evaluations.
16
Red Hat OpenShift Pipelines
WebLinuxAPI+1 — Record4.0 Visit It suits teams delivering applications on OpenShift, including decentralized teams working with microservice-based architectures.
18
Vertex AI Vector Search
WebAPI — Record3.8 Visit It suits teams building search, recommendation, generative AI, chatbot, or multimodal applications through cloud APIs.
20
SAP Joule Studio
Web — Record3.7 Visit Joule Studio is intended for developers, architects, and technically oriented business teams building enterprise AI solutions.
21
Snowflake Feature Store
WebAPI — Record3.7 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 — Record3.5 Visit It suits demand planners, business leaders, and teams aligning finance, operations, and compliance around forecasts.
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