CML
MLOps & Training · Free + paid
Continuous machine learning CI/CD tool
At a glance
- Made by
- iterative.ai
- Korean
- None (English and a few others only)
- Available on
- CLI
- Open source
- Open source (the license name is not listed on the page)
- GitHub
- 4,191 stars · Apache-2.0
What is CML?
CML is an open-source CLI tool that brings continuous integration and delivery (CI/CD) to machine learning projects. It automates development workflows such as model training and evaluation, comparing experiments across project history, and monitoring dataset changes. It automatically generates a report with metrics and charts for each pull request. It works with just GitHub, GitLab, or Bitbucket and the cloud of your choice, and needs no separate database or service.
- Automatically generates a metrics and chart report for each Git pull request
- Managing ML experiments and model training history with GitHub, GitLab, and Bitbucket
- Managing data and models like code with DVC
- Running cloud runners on AWS, Azure, GCP, and Kubernetes
- Using your own (cloud or on-premises) runners
- TensorBoard integration
- Set up without a separate database or service
- Installed as an npm package
Who uses CML and for what
- ML teams train and evaluate models on every pull request and automatically receive result reports
Pricing
Open source + paid cloud-managed plans
Open-source version can be self-hosted for free, managed cloud services are paid based on usage/seats
Estimate based on AI knowledge - please verify on the official site
AI tools similar to CML (alternatives)
CML vs. alternatives at a glance
| AI | Pricing | Combos on the map | Connected tools | Free | Cheapest monthly | Korean |
|---|---|---|---|---|---|---|
| CML | Free + paid | 0 | 7 | — | — | No |
| Comet ML | Free + paid | 0 | 7 | Yes | $19/mo | No |
| GitLab CI | Free + paid | 0 | 7 | Yes | — | No |
| MLflow | Free + paid | 0 | 5 | Yes | — | No |
| Weights & Biases | Free + paid | 0 | 5 | Yes | $60/mo | Yes |
4 of these 5 tools have a free plan. Cheapest paid plan: Comet ML ($19/mo).
Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.
CML on AI Galaxy Map
- One of 45 AI tools in the MLOps & Training field.
- Connected to 7 other tools — #6 in its field.
Frequently asked questions
Can I use CML for free?
Open source + paid cloud-managed plans. Prices can change, so check the official site before paying.
What AI can I use instead of CML?
Tools that do the same job, such as Comet ML, GitLab CI, MLflow, Weights & Biases, are connected to it on the map.
Can I use CML in Korean?
None (English and a few others only)
Sources (official pages)
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.