alternatives to
Hosted platform for tracking, comparing and monitoring ML experiments and models. A closed product from Comet ML.
| Tool | Fit | Stars | Licence | Terms | Self-hosted | Language | Latest | Last push |
|---|---|---|---|---|---|---|---|---|
| MLflow | Full replacement | 28k | Apache-2.0 | Open source | Yes | Python | v3.16.1 | 2026-10-06 |
| ClearML | Full replacement | 6.9k | Apache-2.0 | Open source | Yes | Python | v2.1.12 | 2026-09-28 |
2 alternatives
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
A tracking server for runs, metrics and artefacts, with a model registry.
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
Experiment tracking and a model registry on your own server.