Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

runtimed

Python bindings for the nteract runtime daemon. Execute code, manage kernels, and interact with notebooks programmatically.

Download the nteract desktop app — it ships the runtimed daemon and gives you a visual interface for your notebooks.

Using runtimed with agents? The nteract MCP server is built on runtimed and provides a ready-made agentic interface for AI assistants. It's also a great example of how to use runtimed in practice.

Installation

pip install --pre runtimed
# or: uv pip install --prerelease allow runtimed

Only pre-release wheels are being published while the library surface settles. The stable channel is frozen at the last-shipped release; the --pre channel tracks the nightly desktop app and discovers the nightly daemon socket automatically. See #2217 for context.

Client() and the high-level Python API use default_socket_path() by default. That helper respects RUNTIMED_SOCKET_PATH, so exported test or MCP sockets take precedence over the package's default channel.

Quick Start

All examples use await — run them inside asyncio.run(main()), a Jupyter notebook, or a Python REPL with top-level await (e.g. python -m asyncio).

import asyncio
import runtimed

async def main():
    client = runtimed.Client()
    notebook = await client.create_notebook()

    # Create and execute cells
    cell = await notebook.cells.create("print('hello')")
    execution = await cell.execute()
    result = await execution.result()
    print(execution.execution_id)  # durable execution UUID
    print(result.stdout)  # "hello\n"
    recovered = await client.get_execution_result(execution.execution_id)
    print(recovered.stdout)

    # Read cell properties (sync — local CRDT replica)
    print(cell.source)      # "print('hello')"
    print(cell.cell_type)   # "code"

    # Edit cells
    await cell.set_source("x = 42")
    execution = await cell.execute()
    await execution.result()

    # Save the notebook
    path = await notebook.save_as("/tmp/my-notebook.ipynb")

asyncio.run(main())

Features

  • Document-first model with Automerge CRDT sync
  • Sync reads, async writes — reads from local replica, writes sync to peers
  • Multi-client support for shared notebooks
  • Rich output capture (stdout, stderr, display_data, errors)

API Overview

Client

client = runtimed.Client()

# Discover active notebooks
notebooks = await client.list_active_notebooks()
for info in notebooks:
    print(f"{info.name} [{info.status}] ({info.active_peers} peers)")

# Open, create, or join notebooks
notebook = await client.open_notebook("/path/to/notebook.ipynb")
notebook = await client.create_notebook(runtime="python")
notebook = await client.join_notebook(notebook_id)

If you need to target a specific release channel instead of the current process default:

import os
import runtimed

os.environ["RUNTIMED_SOCKET_PATH"] = runtimed.socket_path_for_channel("nightly")
client = runtimed.Client()

Use default_socket_path() for normal current-process behavior. Use socket_path_for_channel("stable"|"nightly") only for explicit channel targeting or cross-channel discovery because it intentionally ignores RUNTIMED_SOCKET_PATH.

Notebook

async with await client.create_notebook() as notebook:
    # Cells collection (sync reads, async writes)
    print(len(notebook.cells))
    for cell in notebook.cells:
        print(f"{cell.id[:8]}: {cell.source[:40]}")

    # Runtime state (sync read from local doc)
    if notebook.runtime.kernel.status == runtimed.KERNEL_STATUS.IDLE:
        print("kernel is idle")

    # Runtime lifecycle
    await notebook.start(runtime="python")
    await notebook.restart()
    await notebook.interrupt()
    await notebook.save()
# Session closed automatically on exit

Cells

# Create cells
cell = await notebook.cells.create("import math")
cell = await notebook.cells.insert_at(0, "# Title", cell_type="markdown")

# Access cells
cell = notebook.cells.get_by_index(0)    # by position
cell = notebook.cells.get_by_id(cell_id) # by ID
matches = notebook.cells.find("import")  # search source

# Read properties (sync)
print(cell.source, cell.cell_type, cell.outputs)

# Mutate (async)
await cell.set_source("x = 2")
await cell.append("\ny = 3")
result = await cell.run()
await cell.delete()

Requirements

Documentation

See crates/runtimed/AGENTS.md for architecture and Python binding usage.

Metadata

Release files for runtimed 2.9.1a202610250904

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

Built distributions (wheels)

Table of built distributions (wheels) for runtimed 2.9.1a202610250904
File
runtimed-2.9.1a202610250904-cp39-abi3-win_arm64.whl CPython 3.9 abi3 Windows ARM64 Details
runtimed-2.9.1a202610250904-cp39-abi3-win_amd64.whl CPython 3.9 abi3 Windows x86-64 Details
runtimed-2.9.1a202610250904-cp39-abi3-manylinux_2_39_x86_64.whl CPython 3.9 abi3 Linux glibc 2.39+ x86-64 Details
runtimed-2.9.1a202610250904-cp39-abi3-manylinux_2_39_aarch64.whl CPython 3.9 abi3 Linux glibc 2.39+ ARM64 Details
runtimed-2.9.1a202610250904-cp39-abi3-macosx_11_0_arm64.whl CPython 3.9 abi3 macOS 11.0+ ARM64 Details
runtimed-2.9.1a202610250904-cp39-abi3-macosx_10_12_x86_64.whl CPython 3.9 abi3 macOS 10.12+ x86-64 Details

Total release size: 130.1 MB

Release files / runtimed-2.9.1a202610250904-cp39-abi3-win_arm64.whl

Download URL runtimed-2.9.1a202610250904-cp39-abi3-win_arm64.whl
Size 19.6 MB
Tags CPython 3.9 Windows ARM64 abi3
SHA-256 checksum
How to use checksums
52aedb9f8e4e6f5f1c403a8df42d8b853131b2ade927dfbc6e659d7cb3576555
BLAKE2b-256 checksum
How to use checksums
a643c97cdf7ce678ce3b1e2d808ed0b52b592806bd80c5055792bf11e44c8748
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.5 {"installer":{"name":"uv","version":"0.13.5","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / runtimed-2.9.1a202610250904-cp39-abi3-win_amd64.whl

Download URL runtimed-2.9.1a202610250904-cp39-abi3-win_amd64.whl
Size 20.1 MB
Tags CPython 3.9 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
d59b6ad89455d5cc78863b4e406d6d1dd81cf941d7863e699ff7aa103084dd4c
BLAKE2b-256 checksum
How to use checksums
0e881d73b12d8a3ad7e7486c1252cbb39e60e4b0b06451c16a0b2c3513de5299
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.5 {"installer":{"name":"uv","version":"0.13.5","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / runtimed-2.9.1a202610250904-cp39-abi3-manylinux_2_39_x86_64.whl

Download URL runtimed-2.9.1a202610250904-cp39-abi3-manylinux_2_39_x86_64.whl
Size 23.8 MB
Tags CPython 3.9 Linux glibc 2.39+ x86-64 abi3
SHA-256 checksum
How to use checksums
5546d50896d1d517c7b64d8057c40be4653085f5cdd63f6c59d58e097787aa8b
BLAKE2b-256 checksum
How to use checksums
cee5e91378896a6ee2cc60a08a71b1218cd64651fd84435a21bb0504c997d5b5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.5 {"installer":{"name":"uv","version":"0.13.5","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / runtimed-2.9.1a202610250904-cp39-abi3-manylinux_2_39_aarch64.whl

Download URL runtimed-2.9.1a202610250904-cp39-abi3-manylinux_2_39_aarch64.whl
Size 25.2 MB
Tags CPython 3.9 Linux glibc 2.39+ ARM64 abi3
SHA-256 checksum
How to use checksums
9c7d7d11cf50ca5892060fa2714e3d50135eb4e76bf5bc8830235b191670ba6d
BLAKE2b-256 checksum
How to use checksums
ef32c086345a3682b93fb45f78453bdfd354fdb42c77349639a4adb25d20fb64
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.5 {"installer":{"name":"uv","version":"0.13.5","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / runtimed-2.9.1a202610250904-cp39-abi3-macosx_11_0_arm64.whl

Download URL runtimed-2.9.1a202610250904-cp39-abi3-macosx_11_0_arm64.whl
Size 20.8 MB
Tags CPython 3.9 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
41656b559250b980fb9bbf1ac61daedbfcbfd04bb6ae58040ef3449a2153effc
BLAKE2b-256 checksum
How to use checksums
aba4ee26d6727aa0cc23d1bdadc8eccbe10a803ea2a0864a20027482f2933ef8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.5 {"installer":{"name":"uv","version":"0.13.5","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / runtimed-2.9.1a202610250904-cp39-abi3-macosx_10_12_x86_64.whl

Download URL runtimed-2.9.1a202610250904-cp39-abi3-macosx_10_12_x86_64.whl
Size 20.6 MB
Tags CPython 3.9 abi3 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
9e62c7f4d13646fa424eac2cc65a8162d27e779ae09f4e0d1d722a6f42488b72
BLAKE2b-256 checksum
How to use checksums
2e28c0fce727b09bc9885976c38c19a496c3f77daa5898c4a7cb43333c29eb48
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.5 {"installer":{"name":"uv","version":"0.13.5","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Security for runtimed 2.9.1a202610250904

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.

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release
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