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.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

runtimed-2.7.7a202609021740-cp39-abi3-win_amd64.whl (4.4 MB view details)

Uploaded CPython 3.9+Windows x86-64

runtimed-2.7.7a202609021740-cp39-abi3-manylinux_2_39_x86_64.whl (7.1 MB view details)

Uploaded CPython 3.9+manylinux: glibc 2.39+ x86-64

runtimed-2.7.7a202609021740-cp39-abi3-macosx_11_0_arm64.whl (4.8 MB view details)

Uploaded CPython 3.9+macOS 11.0+ ARM64

runtimed-2.7.7a202609021740-cp39-abi3-macosx_10_12_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.9+macOS 10.12+ x86-64

File details

Details for the file runtimed-2.7.7a202609021740-cp39-abi3-win_amd64.whl.

File metadata

  • Download URL: runtimed-2.7.7a202609021740-cp39-abi3-win_amd64.whl
  • Upload date:
  • Size: 4.4 MB
  • Tags: CPython 3.9+, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.12.9 {"installer":{"name":"uv","version":"0.12.9","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}

File hashes

Hashes for runtimed-2.7.7a202609021740-cp39-abi3-win_amd64.whl
Algorithm Hash digest
SHA256 e429f64ae40e4388febb8aeaab200bbf95495134523d6b453804638fc3b0b466
MD5 e476b4f84cb7ba1a27bd7d76563f3f2c
BLAKE2b-256 8dbad23712fe306fac4561ddcf7357ee49b107943dbef1ec1f6ea234c6293118

See more details on using hashes here.

File details

Details for the file runtimed-2.7.7a202609021740-cp39-abi3-manylinux_2_39_x86_64.whl.

File metadata

  • Download URL: runtimed-2.7.7a202609021740-cp39-abi3-manylinux_2_39_x86_64.whl
  • Upload date:
  • Size: 7.1 MB
  • Tags: CPython 3.9+, manylinux: glibc 2.39+ x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.12.9 {"installer":{"name":"uv","version":"0.12.9","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}

File hashes

Hashes for runtimed-2.7.7a202609021740-cp39-abi3-manylinux_2_39_x86_64.whl
Algorithm Hash digest
SHA256 88fb6c09bd6266da9efecadfeeb99dd7df31586f0b600ff10ccf9a2d397f6b17
MD5 7f9cfd9e09134b133c52d802cef67b73
BLAKE2b-256 0a4bba5109210b566165c80d454f1b99b97a61b7a5ba38f0793787d18f683f09

See more details on using hashes here.

File details

Details for the file runtimed-2.7.7a202609021740-cp39-abi3-macosx_11_0_arm64.whl.

File metadata

  • Download URL: runtimed-2.7.7a202609021740-cp39-abi3-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 4.8 MB
  • Tags: CPython 3.9+, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.12.9 {"installer":{"name":"uv","version":"0.12.9","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}

File hashes

Hashes for runtimed-2.7.7a202609021740-cp39-abi3-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 784641a85f8f6792536c521096ee0acb75de32158630fa272dfa2fdbacac9a43
MD5 aea06745ca297d441dec48eec005282e
BLAKE2b-256 730c2349cc3844b3cc5e6a68a93e8bb8209b609721b3039f2073b874e6268043

See more details on using hashes here.

File details

Details for the file runtimed-2.7.7a202609021740-cp39-abi3-macosx_10_12_x86_64.whl.

File metadata

  • Download URL: runtimed-2.7.7a202609021740-cp39-abi3-macosx_10_12_x86_64.whl
  • Upload date:
  • Size: 4.6 MB
  • Tags: CPython 3.9+, macOS 10.12+ x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.12.9 {"installer":{"name":"uv","version":"0.12.9","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}

File hashes

Hashes for runtimed-2.7.7a202609021740-cp39-abi3-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 f5d1c1edb72413acafe94166d12ebd72315692533a3c0ae59de54112f604456f
MD5 e413f859bd20b3eb63e50a09556d46c5
BLAKE2b-256 e13196d971ec9f5d1040d5fa0712a2c985f2b3289c14bac69ed4472fa3f4c147

See more details on using hashes here.

Release history Release notifications | RSS feed

This release

2.7.7a202609021740 This release

4 files

2.7.6

4 files

2.7.5

4 files

2.7.4

4 files

2.7.3

4 files

2.7.1

4 files

2.7.0

4 files

2.6.2

4 files

2.6.1

4 files

2.6.0

4 files

2.5.1

4 files

2.5.0

4 files

2.4.8

4 files

2.4.7

4 files

2.3.1

4 files

2.3.0

4 files

2.2.0

3 files

2.1.3

3 files

2.1.2

3 files

2.1.1

3 files

2.1.0

3 files

2.0.8

3 files

2.0.7

3 files

2.0.6

3 files

2.0.5

3 files

2.0.4

3 files

2.0.3

3 files

2.0.2

3 files

2.0.0

2 files

1.9.0

3 files

0.1.4

2 files

0.1.3

2 files

0.1.2

1 file

0.1.1

2 files

0.1.0

2 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