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 2.8.4a202610130910

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 2.8.4a202610130910
File
runtimed-2.8.4a202610130910-cp39-abi3-win_arm64.whl CPython 3.9 abi3 Windows ARM64 Details
runtimed-2.8.4a202610130910-cp39-abi3-win_amd64.whl CPython 3.9 abi3 Windows x86-64 Details
runtimed-2.8.4a202610130910-cp39-abi3-manylinux_2_39_x86_64.whl CPython 3.9 abi3 Linux glibc 2.39+ x86-64 Details
runtimed-2.8.4a202610130910-cp39-abi3-manylinux_2_39_aarch64.whl CPython 3.9 abi3 Linux glibc 2.39+ ARM64 Details
runtimed-2.8.4a202610130910-cp39-abi3-macosx_11_0_arm64.whl CPython 3.9 abi3 macOS 11.0+ ARM64 Details
runtimed-2.8.4a202610130910-cp39-abi3-macosx_10_12_x86_64.whl CPython 3.9 abi3 macOS 10.12+ x86-64 Details

Total release size: 125.8 MB

Release files / runtimed-2.8.4a202610130910-cp39-abi3-win_arm64.whl

Download URL runtimed-2.8.4a202610130910-cp39-abi3-win_arm64.whl
Size 18.9 MB
Tags CPython 3.9 Windows ARM64 abi3
SHA-256 checksum
How to use checksums
f4a55a9e1a3d8dd056010bb39fe7da34dcc131eac7b98b595fc070c4f1e7a559
BLAKE2b-256 checksum
How to use checksums
e1ad387f12d164a9e24b6279aa3cc0a0fa4bd3780067c8b37c32d51fe37148cd
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.0 {"installer":{"name":"uv","version":"0.13.0","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-2.8.4a202610130910-cp39-abi3-win_amd64.whl

Download URL runtimed-2.8.4a202610130910-cp39-abi3-win_amd64.whl
Size 19.4 MB
Tags CPython 3.9 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
0e7898bce24d2b35fc9500863bd3110eaa662e5009fc3d0d8348e68f2c172cf7
BLAKE2b-256 checksum
How to use checksums
be7213c8d13c0c7a90df5f0a79ab4145ed7b24fefcb2bf20bcf4973315088db7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.0 {"installer":{"name":"uv","version":"0.13.0","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-2.8.4a202610130910-cp39-abi3-manylinux_2_39_x86_64.whl

Download URL runtimed-2.8.4a202610130910-cp39-abi3-manylinux_2_39_x86_64.whl
Size 23.1 MB
Tags CPython 3.9 Linux glibc 2.39+ x86-64 abi3
SHA-256 checksum
How to use checksums
4055236464e0bce7d3517217f64523687f21d738e6536d683c8305ca6a1eb467
BLAKE2b-256 checksum
How to use checksums
50ce08392ee86310aad6d61c64768243f4cd05e91266cb44452829b07edc7d17
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.0 {"installer":{"name":"uv","version":"0.13.0","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-2.8.4a202610130910-cp39-abi3-manylinux_2_39_aarch64.whl

Download URL runtimed-2.8.4a202610130910-cp39-abi3-manylinux_2_39_aarch64.whl
Size 24.4 MB
Tags CPython 3.9 Linux glibc 2.39+ ARM64 abi3
SHA-256 checksum
How to use checksums
f8e8f80bcc45d300333728d2c63be2ea5be8f9a7963219767adcfcfc446714dc
BLAKE2b-256 checksum
How to use checksums
0badb19cf29c6c60f24fb560c9b5cd400945c32cb1a95db83566e088b21e419c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.0 {"installer":{"name":"uv","version":"0.13.0","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-2.8.4a202610130910-cp39-abi3-macosx_11_0_arm64.whl

Download URL runtimed-2.8.4a202610130910-cp39-abi3-macosx_11_0_arm64.whl
Size 20.1 MB
Tags CPython 3.9 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
643462e000ea8f4eeeac64baf993968c28cb7b7474e4b2c18a8566f68fd7356e
BLAKE2b-256 checksum
How to use checksums
a9a4e4fb0a6d0113be734a36a59e42dc1b381af29ed9dbeb21af39b94fa7d3a0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.0 {"installer":{"name":"uv","version":"0.13.0","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-2.8.4a202610130910-cp39-abi3-macosx_10_12_x86_64.whl

Download URL runtimed-2.8.4a202610130910-cp39-abi3-macosx_10_12_x86_64.whl
Size 19.9 MB
Tags CPython 3.9 abi3 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
52c6b4c5df64718c96e6d845e81de9e3d2b2caf6a04d9c4be11f5153955e9d53
BLAKE2b-256 checksum
How to use checksums
dd7669a7d9f3103358ca505c1c4213a3e275849e8da2aa0b4fe82bce35303e91
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.13.0 {"installer":{"name":"uv","version":"0.13.0","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 history Release notifications | RSS feed

2.8.6

6 release files

This release

2.8.2

6 release files

2.8.1

6 release files

2.8.0

6 release files

2.7.6

4 release files

2.7.5

4 release files

2.7.4

4 release files

2.7.3

4 release files

2.7.1

4 release files

2.7.0

4 release files

2.6.2

4 release files

2.6.1

4 release files

2.6.0

4 release files

2.5.1

4 release files

2.5.0

4 release files

2.4.8

4 release files

2.4.7

4 release files

2.3.1

4 release files

2.3.0

4 release files

2.2.0

3 release files

2.1.3

3 release files

2.1.2

3 release files

2.1.1

3 release files

2.1.0

3 release files

2.0.8

3 release files

2.0.7

3 release files

2.0.6

3 release files

2.0.5

3 release files

2.0.4

3 release files

2.0.3

3 release files

2.0.2

3 release files

2.0.0

2 release files

1.9.0

3 release files

0.1.4

2 release files

0.1.3

2 release files

0.1.2

1 release file

0.1.1

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