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 GitLab Package Registry. 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.
As machine-learning models move through development and deployment, registry software can help organize their versions and related artifacts. Compared on model versioning, aliases, lineage and artifact storage, the entries also cover deployment tracking and approval workflows. Free-plan availability and paid-from details provide cost context. Weights & Biases, Comet and GitLab Package Registry are among the options shown. Think about how your team needs to track model history, store artifacts and manage approvals, then weigh those needs against the capabilities and pricing information listed for each option.
33 model registry software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
Model Registry Software, ranked on how quickly a newcomer can get going. 17 of the 25 on this page can be tried for free.
- 1 Weights & BiasesPaid from $60/mo
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: yes
- 2 CometPaid from $19/mo
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: yes
- 3 GitLab Package RegistryPaid from $2.42/mo
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 4 MLRunFree plan
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: yes
- 5 Amazon SageMaker Autopilot
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 6 DagsHubPaid from $8.25/mo
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 7 TrueFoundry AI GatewayPaid from $25/mo
- Free to practise on: yes
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 8 ClearMLPaid from $15/mo
- Free to practise on: yes
- Free trial: not on record
- Well documented: yes
- Runs where you work: yes
- 9 Hopsworks AI LakehouseFree plan
- Free to practise on: yes
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 10 Databricks NotebooksFree plan
- Free to practise on: yes
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 11 MLflow Model RegistryFree plan
- Free to practise on: yes
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 12 Snowflake CoCo
- Free to practise on: not on record
- Free trial: yes
- Well documented: yes
- Runs where you work: yes
- 13 ZenMLPaid from $999/mo
- Free to practise on: yes
- Free trial: not on record
- Well documented: yes
- Runs where you work: yes
- 14 SAS Visual Statistics
- Free to practise on: not on record
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 15 PolyaxonFree plan
- Free to practise on: yes
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 16 JFrog ML
- Free to practise on: not on record
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 17 Valohai
- Free to practise on: not on record
- Free trial: yes
- Well documented: yes
- Runs where you work: not on record
- 18 Radiant AI Cloud Model Registry
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: yes
- 19 Cloudera Data Lake Service
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 20 Snowflake Feature Store
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 21 Oracle Database
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 22 C3 AI Demand Planning
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 23 Deeploy
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 24 Domino Model Monitor
- Free to practise on: not on record
- Free trial: not on record
- Well documented: yes
- Runs where you work: not on record
- 25 Jozu Hub
- Free to practise on: not on record
- Free trial: not on record
- Well documented: not on record
- Runs where you work: not on record
Is your platform 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 The Geeks Club?
Weights & Biases is ranked #1 of 33 with a score of 7.9. Comet is second and GitLab Package Registry third.
How many of these have a free plan?
12 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 how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on. Paid placements never change a rank.