CML alternatives in 2026: 24 tools like CML

Closest: Experiment Tracking & CI/CD

Comet ML

ML experiment management platform

Curated

0 use thisCompare with CML
DVC

Data version control for ML projects

Curated

0 use thisCompare with CML
GitHub Actions

Automate ML workflows with GitHub's CI/CD platform

CuratedWeb

0 use thisCompare with CML
GitLab CI

Integrated CI/CD for ML pipelines in GitLab

Curated

0 use thisCompare with CML
MLflow

Open source platform for ML lifecycle

CuratedLinuxMacWindows

0 use thisCompare with CML
Weights & Biases

Experiment tracking and model development, now inside CoreWeave Forge

Curated

0 use thisCompare with CML

More in MLOps & Training

Hugging Face Transformers

State-of-the-art ML for PyTorch, TF, and JAX

CuratedLinuxMacWindows

1 use thisCompare with CML
Axolotl

Fine-tuning framework for LLMs with LoRA, QLoRA, and multi-GPU support

CuratedLinuxMac

0 use thisCompare with CML
Tinker

Managed API for fine-tuning and RL on open-weight models

CuratedWeb

0 use thisCompare with CML
TRL

Library for training transformer LMs with SFT, RLHF, and reward modeling

CuratedLinuxMacWindows

0 use thisCompare with CML
Unsloth

Faster, lower-memory LLM fine-tuning library

CuratedLinuxMacWindows

0 use thisCompare with CML
Apache Airflow

Workflow automation and scheduling platform

CuratedLinuxMac

0 use thisCompare with CML
Dagster

Data orchestration platform for assets and pipelines, part of Prefect

Curated

0 use thisCompare with CML
Kubeflow

Kubernetes-native ML pipeline orchestration

Curated

0 use thisCompare with CML
Metaflow

Python framework for building and managing ML and AI systems

Curated

0 use thisCompare with CML
Prefect

Modern workflow orchestration

Curated

0 use thisCompare with CML
ZenML

MLOps framework for reproducible pipelines

Curated

0 use thisCompare with CML
Feast

Open source feature store for ML

Curated

0 use thisCompare with CML
Hopsworks

Feature store and MLOps platform

Curated

0 use thisCompare with CML
Hugging Face Hub

Community model repository and registry

Curated

0 use thisCompare with CML
Tecton

Enterprise feature platform for ML, now part of Databricks

Curated

0 use thisCompare with CML
Vertex Feature Store

Google Cloud's managed feature store for ML

Curated

0 use thisCompare with CML
Accord.NET

.NET machine learning framework (archived)

Curated

0 use thisCompare with CML
Alink

Algorithm platform based on Flink by Alibaba

Curated

0 use thisCompare with CML

Questions

What are the closest alternatives to CML?

Comet ML, DVC and GitHub Actions sit on the same sub-line as CML (Experiment Tracking & CI/CD) on AI Landscape, with 3 more.

How are these alternatives chosen?

They are the other products on the MLOps & Training stop of the map: curated products first, the ones on CML's sub-line before the rest, then by name until members have marked enough of them.