Mage OSS

Build modern data pipelines locally — fast, visual, and production-ready.

<br />

Mage OSS is a self-hosted development environment designed to help teams create production-grade data pipelines with confidence.

Ideal for automating ETL tasks, architecting data flow, or orchestrating transformations — all in a fast, notebook-style interface powered by modular code.

When it’s time to scale, Mage Pro — our core platform — unlocks enterprise orchestration, collaboration, and AI-powered workflows.

<br />

<a href="https://mage.ai"><img alt="Mage AI GitHub repo stars" src="https://img.shields.io/github/stars/mage-ai/mage-ai?style=for-the-badge&logo=github&labelColor=000000&logoColor=FFFFFF&label=stars&color=0500ff" /></a> <a href="https://hub.docker.com/r/mageai/mageai"><img alt="Mage AI Docker downloads" src="https://img.shields.io/docker/pulls/mageai/mageai?style=for-the-badge&logo=docker&labelColor=000000&logoColor=FFFFFF&label=pulls&color=6A35FF" /></a> <a href="https://github.com/mage-ai/mage-ai/blob/master/LICENSE"><img alt="Mage AI license" src="https://img.shields.io/github/license/mage-ai/mage-ai?style=for-the-badge&logo=codeigniter&labelColor=000000&logoColor=FFFFFF&label=license&color=FFCC19" /></a> <a href="https://www.mage.ai/chat"><img alt="Join the Mage AI community" src="https://img.shields.io/badge/Join%20the%20community-black.svg?style=for-the-badge&logo=lightning&labelColor=000000&logoColor=FFFFFF&label=&color=DD55FF&logoWidth=20" /></a>

<br />

What you can do with Mage OSS

• Build pipelines locally with Python, SQL, or R in a modular notebook-style UI

• Run jobs manually or on a schedule (cron supported)

• Connect to databases, APIs, and cloud storage with prebuilt connectors

• Debug visually with logs, live previews, and step-by-step execution

• Set up quickly with Docker, pip, or conda — no cloud account required

• Your go-to workspace for local pipeline development — fully in your control.

<img width="100%" alt="mage" src="https://github.com/user-attachments/assets/75992872-20a6-4120-8bf0-9c22a3d66450" />

<br /><br />

Start local. Scale when you're ready.

Use Mage OSS to build and run pipelines on your machine. When you're ready for advanced tooling, performance, and AI-assisted productivity, Mage Pro is just one click away.

Try Mage Pro free →

<br />

Quickstart

Install using Docker (recommended):

docker pull mageai/mageai:latest

Or with pip:

pip install mage-ai

Or with conda:

conda install -c conda-forge mage-ai

Full setup guide and docs: docs.mage.ai

<br />

Core Features

Feature	Description
Modular pipelines	Build pipelines block-by-block using Python, SQL, or R
Notebook UI	Interactive editor for writing and documenting logic
Data integrations	Prebuilt connectors to databases, APIs, and cloud storage
Scheduling	Trigger pipelines manually or on a schedule
Visual debugging	Step-by-step logs, data previews, and error handling
dbt support	Build and run dbt models directly inside Mage

<br />

Example Use Cases

• Move data from Google Sheets to Snowflake with a Python transform
• Schedule a daily SQL pipeline to clean and aggregate product data
• Develop dbt models in a visual notebook-style interface
• Run simple ETL/ELT jobs locally with full transparency

<br />

Documentation

Looking for how-to guides, examples, or advanced configuration?

Explore our full documentation at docs.mage.ai.

<br />

Contributing

We welcome contributions of all kinds — bug fixes, docs, new features, or community examples.

Start with our contributing guide, check out open issues, or suggest improvements.

<br />

Ready to scale? Mage Pro has you covered.

Mage Pro is a powered-up platform built for teams. It adds everything you need for production pipelines, at scale.

• Magical AI-assisted development and debugging
• Multi-environment orchestration
• Role-based access control
• Real-time monitoring & alerts
• Powerful CI/CD & version control
• Powerful enterprise features
• Available fully managed, hybrid, or on-premises

Try Mage Pro free →