Run in the cloud with molab

!!! tip "Contribute to our community gallery!" We welcome submissions to our curated community gallery. To propose an example, share your notebook on socials and tag us.

molab is a free cloud-hosted marimo notebook environment. molab is designed for sharing, and is integrated with GitHub; notebooks are public but undiscoverable by default.

Highlights.

☁️ Use any Python package
🤖 Generate code with AI
📦 Install packages with a built-in package manager
🛢️ Use a limited amount of persistent storage per notebook
🔗 Share links and open-in-molab badges
👀 Preview notebooks hosted on GitHub, with interactivity
🌐 Embed interactive notebooks in your own webpages
📄 Export to PDF
📥 Download notebooks to your machine, reuse them as Python scripts or apps
📤 Upload local notebooks to the cloud from our CLI (coming soon)
🕹️ Real-time collaboration (coming soon)
🧩 Configure computational resources to obtain more CPU or GPU (coming soon)

To share notebooks created in molab, just share the notebook's URL. Viewers will see a static preview of your notebook and the option to fork it into their own workspace.

Preview notebooks from GitHub

See our gallery examples repository for best practices on previewing notebooks from GitHub.

In addition to sharing notebooks created in your workspace, you can also preview notebooks hosted on GitHub. In some cases, these previews can be interactive, but they are static by default.

Static previews

To construct a static (read-only, not interactive) preview, replace github.com in your notebook's GitHub URL with molab.marimo.io/github. For example, a notebook at

https://github.com/marimo-team/gallery-examples/blob/main/notebooks/math/cellular-automaton-art.py

becomes

https://molab.marimo.io/github/marimo-team/gallery-examples/blob/main/notebooks/math/cellular-automaton-art.py

(Visit molab.marimo.io/github to automatically generate preview URLs from GitHub links.)

Rendering outputs. In order for your static preview to include outputs, you must commit the notebook's corresponding session JSON file, in the __marimo__/session/ directory that exists alongside the notebook. The session is automatically generated when you run the notebook from the marimo editor; you can also generate the session from the command-line with marimo export session notebook.py

Interactive previews

Interactive previews let viewers run and interact with your notebook before forking it. Append /wasm to the static preview URL to construct an interactive preview. For example:

https://molab.marimo.io/github/marimo-team/gallery-examples/blob/main/notebooks/math/cellular-automaton-art.py/wasm

Your notebook must be WebAssembly-compatible for interactive previews to work. We also recommend creating these notebooks with --sandbox to make sure their dependencies get installed. If you use coding agents like Claude Code, use our official skills to automatically check for WebAssembly compatibility.

Share links to molab notebooks using our open in molab badge:

Use the following markdown snippet (replace the notebook URL with a link to your own notebook):

markdown

[![Open in molab](https://marimo.io/molab-shield.svg)](https://molab.marimo.io/github/marimo-team/gallery-examples/blob/main/notebooks/math/cellular-automaton-art.py)

For notebooks hosted on GitHub, use our badge generator to automatically generate embeddable links. If you want the preview to be interactive (and if your notebook is WebAssembly-compatible), append /wasm to the URL.

Embed in other webpages

You can embed interactive molab notebooks in your own webpages using iframes. Obtain iframe snippets by clicking the share button on interactive molab previews of GitHub notebooks, or construct embeddable URLs yourself using the recipes below.

Embedded notebooks run in the browser via WebAssembly, so your notebook must be WebAssembly-compatible. We also recommend creating these notebooks with --sandbox to make sure their dependencies get installed.

Embed notebooks from GitHub

Add ?embed=true to an interactive preview URL to get an embeddable notebook:

/// tab | Code

html

<iframe
    src="https://marimo.app/github/marimo-team/gallery-examples/blob/main/notebooks/math/cellular-automaton-art.py/wasm?embed=true"
    sandbox="allow-scripts allow-same-origin allow-downloads allow-popups allow-forms"
    allow="microphone"
    allowfullscreen
    loading="lazy"
>
</iframe>

///

/// tab | Live Example

///

Embed from source code

You can embed a notebook directly from its source code, without hosting it on GitHub. Compress your notebook code using lz-string and pass it as a URL hash:

https://molab.marimo.io/new/wasm/?embed=true#code/{compressed}

/// tab | JavaScript

javascript

import { compressToEncodedURIComponent } from "lz-string";

const url = `https://molab.marimo.io/new/wasm/?embed=true#code/${compressToEncodedURIComponent(code)}`;

///

/// tab | Python

python

import lzstring

lz = lzstring.LZString()
compressed = lz.compressToEncodedURIComponent(code)
url = f"https://molab.marimo.io/new/wasm/?embed=true#code/{compressed}"

///

For example:

/// tab | Code

html

<iframe
    src="https://marimo.app/?embed=true#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-IC2rVLCiLmv4JLYvi9akq64ZKL4DbsnigBWDbsoG-KI0Kp4RtGpxlTEKrFts4LloapqGFO1q4oYbbOsG9KDtasRfrO-rdqu4bPJK5hbGmNtytm+bqpsr46pWxrIp4b74o4TLkoB7HoHOiGtKK6HVAAXwVYtbF9EYkG0TQxVdbYbop6A8FsdRCkSWx9jWJ1afp5gAFlNAPL8AEIdhKls4FCnIGAAMVmb4sUktRzLgdQtx+PBZJANptfUfQXjCBTPgHZTA2DUMhpjNA4wTY3ZQM6yvja12da4XbsXkAA5OhrQCjMs0lGwYA7AAqaPxclpqpdjkA91NdtVzqTRKSZCTNdUE8AvEDkEAe2gUBDTQYEoLAsyaiSUxK3KFBN33Bo5iagwUGcMgWDT-Vyq4O6mpGHgVAeyoquRR4TM0rgepBtkeGe56wXyl-HuHqCjxG5oePOQGkg36DaIezfk71rfMJ3dJd0-s6sVJJvdtQyUfoMT6fvWZLki2L4LFS7YaUho7Z2+kG6qDTGHOA4ksT1kPNgSQGRJyUiZizDI8g6aWDyFCPofRfy7mriASw6dlwgDwb6EA1B4wbnvigBUJ5qD7H7JQR0KRkE0OmuobsEoQBD1EmNbM+9D6yXPopS+AC1L22ATpPSSZwHQF0FYQMtApxMBqi9dG71IqHR+vwf6l0CI000JgkYgpFFUEnAYYm4MAZk33nDA2xlAoaLeqtKKXAdHxWwh4-RaVSiHRBqUY6RiTHMAAOJ2mmp+Bx0C+o5VJtdLEswkAsKcUtUKWjmr+Jxr9HxBNLqlAIsE6AR13F8GKcLcwpjzGnmSSwqxUASa2MSV4RmQxAKHjUajYQdIkBHBOJZEqcVHJ0CgJcZgAAhfKxBJTYGZsQAASr5BUzAABqhAgwlyscwcMBQbApBuNsgA8gOR0xAACiTVKDbIDlgOgo8OYQ0mdM2ZAp1CLOWRzSpIwAAKswfjZFlqofeaZKDISjm0RQUAamTgVDEpc5gUmaAVG0gFWAl55EyPFMmCoABWqwEB9DICMVaEkv5HyhIilhcLCxwBRf8jpMUYUqNEVbAs19ZF1ORa+Wl9L2nZCZa2CxKjn6qGdq-IeH8gyiqsokegTA+QoClcIdMmhQJJhogAahADwDmCFHzFjIG-FcTBoVCsoMa5VgqlGTlbvlMetB95eH1RYTQRqh4KBiZal1hrjU0oNna6MDrzajRgHKT1BBzC5DDTUNoqKOmBpDnKp1WsEApCXKBBQVIvhczJFAY2abppzQYG0PROq+A3TIZXX8Mo4AjDyIGQFKbVBqq4BERpxwrX9jlAwGN8psRlwyKCYsIzaAjH5NoOQKAyWjVbe27KbQfVur9d2mova5QKkVUOtkWQnJjucAKIg06EVIoYFyxNzaoTgW+OXNVJdEhUL6EmDmAwUg5tsHmxI5x8XKjaEMPoWSFSIAOWtBUbVfpwqsGsdQUVL3CPoK+2sah4NGwlZNM+v9FJ9DwNIUdHLkpNjgL3BcgzVBFqwP5RVCpaCUbLtR1w5UjrAQHXQg+Kjyqr2ELR1jm9t7ke4woXVNFiCsCRJ8SQ2hMhkHkeJS5Vd+wFn7HFWQ8gs6ZEkPSUWrZsDEH5GmygLYDYAHJ5CTy4DAqSKiFAYi4Opo4Gw4x7HMOXWSKQ2iuY4zkfehKeVbwRuRkAomeDyK8NC2Y5gFCubbYOtIHJSN3SSrQGKSMS0BcgLx-zSMQDaqJmlsAvm+NZZy5ey9HqmA2ewOILI8XRoVbEAKJVYW-Q0r8zvEOd6xkVpa4VuaGaS6-Q5k8RQ-xyMKhG0jAIrJyDPq8L6b4IW1BlbY2+rdsX82JeS8W8KSNNsxn3o0wlKB5BMGUKNNoxAiYXfZmdi7Cousc3O0THg12SptCSld26Vk3sKme59rwpaFQfYe0Te7Z2nsvdUEEGkURsQDoChVcYJI6QTTkL0Ww2gavIdYTXZEjHHqVqgFzRy1hhjMEYlwkdyC9jQcrPQLg9OrF8QsD8Pd5UieFCGCMAAIsHGWGsFtiufA5PdkWVHReyGt77IBsK7dSztzsc0niXv5DlJbfDTTTcvdrEQCpF10pEDAGifIQASFcBkHs4VAwAagDK0aWgoAdiYAhbAwuqwMCdxzLwKvjWKHt22AI1nPh0mUhVtk-o77EB6X1zrlbI8wGj79IbnuSp++T5D9uk1rNYFV5Nclhsh6srMjh13tAJHqTDHY-D-NBjRrlG0WgzMKMlP1zRljwnRNKhVLWuUMnswTMjSuLOneciqllDUEABdo60GjkpywBt5CanUCnQhVdqDfHoPG7I5mcytIZZVBQHlRrPOjDMuZ7ylnCAWqdu6ThgAcD4ARPguCgV3WYMAU6mgn99Bf0f4Aj-hBf4-4wzADYR8CrzP5-bAEwBf4QFp4sDAC4KIECCQGlQIHkKP5AGoG4K2BUTIFwFv64KP4YEoFWQEF9D7T7SYGkHACrzoR4GjSPAczMAnICi0AXJXJX74HAAVCgGwE3634HQwDYR9D0H8Fv4HQiEAFUFjTAD7S4Kf7SHGDACf6EGiE35kG4KnSKG364LQEVDaHwG4JER8D34GFkH7TEFcEiEVAKEkGMFH63L3L+TX7qEgG4F8FiHADQFyHf4kEyG4I+FmFoH7S2FWHkEP5qGv5oGgH6F+FKG6EHSRG-5YBf4HRBE+GUFxECFf7QFUH2FqCUxYg+YN5ihw6b5yAC6vjQidKKh8iHrCiijigj7d41BmR0jqCJA2C-olEhzlFQCKA9FLwBwJTHQERwb6yGzD5SgtFICQro7fBtAIDgB4jqr0DEA6o-ZK5kIw5LHG7qZpD15PABD7ygCqx+hVFRwpyQimDnh2CviRooDEDG6mhqg1BQBYjV7ObG5MBuRrIbL6oLTMBmj-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"
    sandbox="allow-scripts allow-same-origin allow-downloads allow-popups allow-forms"
    allow="microphone"
    allowfullscreen
    loading="lazy"
>
</iframe>

///

/// tab | Live Example

///

Query parameters go before the hash:

https://marimo.app/?embed=true#code/{compressed}

For small notebooks (under 14 KB), you can also use the code query parameter with URI encoding instead of lz-compression:

https://marimo.app/new/wasm/?embed=true&code={encodedURIComponent}

Embed an empty editable notebook

Use this recipe to embed an empty editable notebook:

/// tab | Code

html

<iframe
    src="https://marimo.app/?embed=true#code/JYWwDg9gTgLgBCAhlUEBQaD6mDmBTAOzykRjwBNMB3YGACzgF44AiAVwIGsCIqCW0iMGCYJkqAHQBBYQAoAlBjQABIWAkBjPABttacngBmcTAoBcaOFbhQ8MNlAJLgx7AUQg82JsxbYkwATYLBbWcGoSUBwKaEA"
    sandbox="allow-scripts allow-same-origin allow-downloads allow-popups allow-forms"
    allow="microphone"
    allowfullscreen
    loading="lazy"
>
</iframe>

///

/// tab | Live Example

///

Query parameters

Parameter	Default	Description
`embed=true`	`false`	Hides the molab header for a cleaner embed
`mode=edit`	`read`	Allows viewers to edit code cells
`include-code=false`	`true`	Excludes code entirely (only works with `mode=read`)
`show-code=false`	`true`	Hides code by default, but viewers can still reveal it

Features

Package management

Each notebook runs in an environment with several popular packages pre-installed, including torch, numpy, polars, and more. marimo’s built-in package manager will install additional packages as you import them (use the package manager panel to install specific package versions).

Storage

Notebooks get a limited amount of persistent storage; view the file tree by clicking the file icon in the sidebar. From here you can upload additional data files.

Run notebooks locally

You can download the notebook directory by clicking the download button, also on the top-right. You can also just pass the notebook URL to marimo edit. For example:

bash

marimo edit https://molab.marimo.io/notebooks/nb_TWVGCgZZK4L8zj5ziUBNVL

Currently, this brings just the notebook file down, and does not include your attached storage.

FAQ

What’s the difference between molab and Google Colab? Google Colab is a hosted Jupyter notebook service provider. molab is a hosted marimo notebook service with similar compute and sharing capabilities, but powered by marimo notebooks instead of Jupyter. Unlike Colab, molab also supports embedding interactive notebooks in your own webpages, no login required.

Is molab free? Yes.

How do I get more RAM, CPU or GPUs? Reach out to us and we’ll see what we can do.

How does molab relate to marimo’s open source notebook? molab is a hosted offering of marimo’s open source notebook with cloud-based compute and sharing capabilities. You can use marimo open source on your own machine or on your own remote servers.

I’m a compute provider. How do I get plugged into molab as an offered backend? Get in touch.

How does molab relate to marimo’s WebAssembly playground? The WebAssembly playground runs notebooks entirely in the browser through Pyodide. This makes for a snappy user experience, at the cost of limited compute and limited support for Python packages. The playground is well-suited for lightweight notebooks and embedding interactive notebooks in documentation, but it is not well-suited for modern ML or AI workflows. molab bridges the gap: develop notebooks with the full power of Python running on a traditional server, and (when compatible) share interactive previews using WebAssembly, which others can fork and develop further using a server-backed notebook.

Why are you making molab? See our announcement blog post.

Molab

Run in the cloud with molab

Sharing

Preview notebooks from GitHub

Static previews

Interactive previews

Share open-in-molab badges

Embed in other webpages

Embed notebooks from GitHub

Embed from source code

Embed an empty editable notebook

Query parameters

Features

Package management

Storage

Run notebooks locally

FAQ