Best Model Registry Software in 2026
Updated
In short: Weights & Biases is ranked #1 of 33 as of 4 October 2026, ahead of Comet and ClearML. The best-ranked option with a free plan is Comet. The lowest first paid tier on this page is GitLab Package Registry at $2.42/mo.
Model registry software helps development teams organize model artifacts, versions, and lifecycle information. Weights & Biases, Comet, and ClearML lead the ranking, followed by ZenML and MLRun. Compare artifact storage and model versioning to understand how entries address keeping model files and iterations organized. Model lineage and aliases add further distinctions, while deployment tracking and approval workflows speak to managing models through review and release processes. Free plan availability and paid-from pricing are also included, helping you consider access and cost alongside registry capabilities.
33 model registry software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
#1 Weights & Biases Top pick · 7.3 Free plan · $60/mo
#2 Comet Runner-up · 7.2 Free plan · $19/mo
#3 ClearML Also great · 7.1 Free plan · $15/mo
- Free planFree trial apiiOSLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Paid from
- 60 /mo
- Model versioning
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms$60/mofirst paid tier About Weights & BiasesVisit site - Free planFree trial apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms$19/mofirst paid tier About CometVisit site - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms$15/mofirst paid tier About ClearMLVisit site - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Paid from
- 999 /mo
RecognisedDocumentedFree planPlatforms$999/mofirst paid tier About ZenMLVisit site - Free planFree trial apiLinuxmacOSself-hostedWebWindowsRecognisedDocumentedFree planPlatforms
- Free planFree trial apiLinuxself-hostedWeb
- Free plan
- Yes
- Model versioning
- Yes
- Model lineage
- Yes
RecognisedDocumentedFree planPlatforms$2.42/mofirst paid tier About GitLab Package RegistryVisit site - Free plan apiLinuxself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - Free plan apiLinuxself-hostedWeb
- Free plan
- Yes
- Model versioning
- Yes
- Approval workflows
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - Free trial apiWeb
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Free planFree trial apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms$8.25/mofirst paid tier About DagsHubVisit site - Free plan WebRecognisedDocumentedFree planPlatforms
- Free planFree trial apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms$25/mofirst paid tier About TrueFoundry AI GatewayVisit site - Free trial apiLinuxmacOSWebWindowsRecognisedDocumentedFree planPlatforms
- apiWeb
- Model versioning
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - Free trial self-hostedWeb
- Free plan
- No
- Model versioning
- Yes
- Approval workflows
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - apiWebRecognisedDocumentedFree planPlatforms
- self-hosted
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - apiself-hostedWebRecognisedDocumentedFree planPlatforms
- Free trial apiself-hostedWeb
- Free plan
- No
- Model versioning
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - apiself-hostedWeb
- Free plan
- No
- Model versioning
- Yes
- Approval workflows
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - apiself-hostedWeb
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Free trial apiLinuxself-hostedWeb
- Free plan
- No
RecognisedDocumentedFree planPlatforms - LinuxmacOSWebWindows
- Model versioning
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- Yes
- Model versioning
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- No
- Model versioning
- Yes
- Approval workflows
- Yes
- Model lineage
- Yes
- Deployment tracking
- Yes
RecognisedDocumentedFree planPlatforms
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which model registry software is ranked first on Everything Xiaomi?
Weights & Biases is ranked #1 of 33 with a score of 7.3. Comet is second and ClearML third.
How many of these have a free plan?
11 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, GitLab Package Registry has the lowest first paid tier we found: $2.42/mo.
How is this list ranked?
Ranked on what each maker publishes: documentation depth, a free tier and the platforms it runs on. Paid placements never change a rank.