ZenML

ZenML is the open-source MLOps framework that unifies your entire AI stack (from Scikit-learn to LangGraph), bridging the gap from development to production.

ZenML is your critical layer for production-ready ML and AI workflows, built on the Apache 2.0 license. It provides an extensible, tool-agnostic framework that orchestrates your entire stack: You define workflows using Pythonic steps and pipelines, then execute them on any cloud (AWS, GCP, Azure) or local setup. The core concept is the 'Stack,' an abstract configuration layer that lets you swap components like orchestrators and artifact stores (e.g., Kubeflow, MLflow, S3) with a single command. This standardization ensures collaboration, provides automated metadata tracking, and delivers the necessary CT/CD capabilities for reliable, scalable deployment across your organization.

https://zenml.io