Skip to main content

jupyter-loopback

Make kernel-local HTTP and WebSocket servers reachable from the notebook browser. Zero user config.

If your library runs a web server inside a Jupyter kernel (a tile server, a trame app, Bokeh, Dash, a custom debug UI, anything bound to 127.0.0.1:<port>), your users hit the same wall every time. Works locally. Breaks on JupyterHub, MyBinder, VS Code Remote, Colab, Shiny. The usual fix is a README paragraph telling users to install jupyter-server-proxy, export LIBRARY_CLIENT_PREFIX='proxy/{port}', and prepend $JUPYTERHUB_SERVICE_PREFIX on Hub. Most users skip it, get a broken notebook, and file an issue.

jupyter-loopback replaces that paragraph. Libraries register once. End users configure nothing.

Who this is for

Library authors who spin up an HTTP or WebSocket server inside a Jupyter kernel and need the browser to reach it without asking every user to configure a proxy. If you've ever written "make sure to install jupyter-server-proxy and set FOO_CLIENT_PREFIX='proxy/{port}'" in your README, this is for you.

Install

pip install jupyter-loopback            # HTTP/WS proxy
pip install jupyter-loopback[comm]      # + anywidget comm bridge fallback

The 30-second demo

docker build -t jupyter-loopback-demo .
docker run --rm -it -p 8888:8888 jupyter-loopback-demo

Open the printed token URL, run example.ipynb. You'll see:

  • A JSON response fetched through the proxy.
  • A red square rendered inline (binary-body correctness check).
  • A live WebSocket echo box you can type into.

All of it flowing through <base_url>/loopback-demo-proxy/<port>/… with no config.

For library authors

Suppose your library is mylib and it spins up a server at 127.0.0.1:<port> inside the kernel. Three files wire it up.

1. Server-side: register the proxy

# mylib/_jupyter/__init__.py
from jupyter_loopback import setup_proxy_handler

def _jupyter_server_extension_points():
    return [{"module": "mylib._jupyter"}]

def _load_jupyter_server_extension(server_app):
    setup_proxy_handler(server_app.web_app, namespace="mylib")

2. Auto-enable the extension

Ship jupyter-config/jupyter_server_config.d/mylib.json:

{
  "ServerApp": {
    "jpserver_extensions": {
      "mylib._jupyter": true
    }
  }
}

And wire it into pyproject.toml:

[tool.setuptools.data-files]
"etc/jupyter/jupyter_server_config.d" = [
  "jupyter-config/jupyter_server_config.d/mylib.json",
]

3. Kernel-side: build browser-reachable URLs

from jupyter_loopback import autodetect_prefix

def browser_url(port: int, path: str) -> str:
    prefix = autodetect_prefix("mylib")  # None outside Jupyter
    if prefix is None:
        return f"http://127.0.0.1:{port}/{path.lstrip('/')}"
    return f"{prefix.format(port=port)}/{path.lstrip('/')}"

That's it. In a local Python REPL, autodetect_prefix returns None and you hit 127.0.0.1 directly. In JupyterLab, Hub, Binder, or any jupyter-server environment, it returns mylib-proxy/{port} (with any per-user Hub prefix already attached) and the browser loads through the proxy.

For users on VS Code Remote, Colab, Shiny, Solara, marimo

These frontends don't run a jupyter-server, so the HTTP proxy above isn't available. They do have kernel comms (the WebSocket the notebook widgets use). jupyter-loopback ships an anywidget that tunnels request/response pairs over that comm channel.

Users enable it once at the top of a notebook:

import jupyter_loopback
jupyter_loopback.enable_comm_bridge()

Library authors register handlers:

from jupyter_loopback import on_request

@on_request("mylib", "get_tile")
def _(data, buffers):
    z, x, y = data["z"], data["x"], data["y"]
    return {"ok": True}, [make_tile(z, x, y)]   # (json, buffers)

Frontend code calls through window.__jupyter_loopback__:

const { status, data, buffers } = await window.__jupyter_loopback__.request(
  "mylib",
  "get_tile",
  { z: 8, x: 71, y: 110 },
);
if (status === "ok") {
  const blob = new Blob([buffers[0]], { type: "image/png" });
  imgElement.src = URL.createObjectURL(blob);
}

The bridge carries JSON plus binary buffers. Use it for anything request/response shaped. Streaming and server-push are out of scope; use the WS proxy for that.

What works where

Environment Path User does
Local notebook direct loopback nothing
JupyterLab / Notebook 7+ HTTP/WS proxy nothing
JupyterHub / MyBinder HTTP/WS proxy nothing
VS Code Remote comm bridge enable_comm_bridge()
Google Colab comm bridge enable_comm_bridge()
Shiny for Python / Solara comm bridge enable_comm_bridge()
marimo comm bridge enable_comm_bridge()

Relationship to jupyter-server-proxy

jupyter-server-proxy proxies arbitrary subprocesses. It handles HTTP/WS wire formatting, subprocess lifecycle, URL rewriting, auth.

jupyter-loopback does less, on purpose:

  • Proxies loopback only. No cross-host surface.
  • No subprocess management. You bring your own server on any port.
  • Autodetects the URL prefix from Jupyter's own env vars.
  • Ships a comm-based fallback for frontends without a jupyter-server.

The two can coexist. Set LIBRARY_CLIENT_PREFIX explicitly and jupyter-loopback's autodetect steps out of the way.

Status

Extracted from localtileserver after the same pattern solved its long tail of remote-Jupyter issues. Generalized so other libraries can adopt it without reinventing the wheel.

See ARCHITECTURE.md for the design walkthrough. MIT licensed.

Release files for jupyter-loopback 0.3.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for jupyter-loopback 0.3.3
File Size Uploaded
jupyter_loopback-0.3.3.tar.gz 206.6 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for jupyter-loopback 0.3.3
File Interpreter ABI Platform
jupyter_loopback-0.3.3-py3-none-any.whl Python 3 none any Details

Total release size: 243.7 kB

Release files / jupyter_loopback-0.3.3.tar.gz

Download URL jupyter_loopback-0.3.3.tar.gz
Size 206.6 kB
Tags Source
SHA-256 checksum
How to use checksums
3de29971d7148e8c369e41beedfbb03b301f518f03c06eb8cb26e7f1fcbd1b04
BLAKE2b-256 checksum
How to use checksums
9525576d4197b6cc062f0611753fb0165732624e79eef3ee4490df5c2abcd966
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.12

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Apr 23, 2026.

Transparency log

Release files / jupyter_loopback-0.3.3-py3-none-any.whl

Download URL jupyter_loopback-0.3.3-py3-none-any.whl
Size 37.1 kB
Tags Python 3
SHA-256 checksum
How to use checksums
7bab958ebb189530f0469d721e4c4743dc8c14022c31fea9b6cb8d850c9cea9a
BLAKE2b-256 checksum
How to use checksums
437e7b9a25a74810f979fc2c667a1e3efa2d4a1b44e743f5df166404dfb8b9fd
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.12

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Apr 23, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

0.3.3 This release

2 release files

0.3.2

2 release files

0.3.1

2 release files

0.3.0

2 release files

0.2.0

2 release files

0.1.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page