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
nteractMCP 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 insideasyncio.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
- The runtimed daemon, which ships with the nteract desktop app. For development, see the nteract/nteract repo.
- Python 3.10+
Documentation
See crates/runtimed/AGENTS.md for architecture and Python binding usage.
1 maintainer
Metadata
1 maintainer
Release files for runtimed 2.8.1a202609300114
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| runtimed-2.8.1a202609300114-cp39-abi3-win_arm64.whl | CPython 3.9 | abi3 | Windows ARM64 | Details |
| runtimed-2.8.1a202609300114-cp39-abi3-win_amd64.whl | CPython 3.9 | abi3 | Windows x86-64 | Details |
| runtimed-2.8.1a202609300114-cp39-abi3-manylinux_2_39_x86_64.whl | CPython 3.9 | abi3 | Linux glibc 2.39+ x86-64 | Details |
| runtimed-2.8.1a202609300114-cp39-abi3-manylinux_2_39_aarch64.whl | CPython 3.9 | abi3 | Linux glibc 2.39+ ARM64 | Details |
| runtimed-2.8.1a202609300114-cp39-abi3-macosx_11_0_arm64.whl | CPython 3.9 | abi3 | macOS 11.0+ ARM64 | Details |
| runtimed-2.8.1a202609300114-cp39-abi3-macosx_10_12_x86_64.whl | CPython 3.9 | abi3 | macOS 10.12+ x86-64 | Details |
Total release size: 125.2 MB
Release files / runtimed-2.8.1a202609300114-cp39-abi3-win_arm64.whl
| Download URL | runtimed-2.8.1a202609300114-cp39-abi3-win_arm64.whl |
|---|---|
| Size | 18.7 MB |
| Tags | CPython 3.9 Windows ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
e4dffd9c6993a2497762676ff5cd78c886fbff4348cc8183455eece724274800
|
|
BLAKE2b-256 checksum How to use checksums |
c58b718eaa00698d071858e513fe4ada6f4c5e50a5fa287e310a4364d548653a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","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-2.8.1a202609300114-cp39-abi3-win_amd64.whl
| Download URL | runtimed-2.8.1a202609300114-cp39-abi3-win_amd64.whl |
|---|---|
| Size | 19.2 MB |
| Tags | CPython 3.9 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
e8e85210e4f12c307ef01546fe43e334e3705d86dedd1e8ccaeb568c9b100e72
|
|
BLAKE2b-256 checksum How to use checksums |
f1baae3e86d000665d0472c94599d3e5290a31239b249962b8a45f9c5d150197
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","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-2.8.1a202609300114-cp39-abi3-manylinux_2_39_x86_64.whl
| Download URL | runtimed-2.8.1a202609300114-cp39-abi3-manylinux_2_39_x86_64.whl |
|---|---|
| Size | 23.0 MB |
| Tags | CPython 3.9 Linux glibc 2.39+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
232f694a654d898b03bad0f7ba0280ca8c00b2001600b7902b06efd265ac6265
|
|
BLAKE2b-256 checksum How to use checksums |
418510eecaa86e8fd56bd64978fcf894d33cb0504f5569f87360efb4e5961361
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","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-2.8.1a202609300114-cp39-abi3-manylinux_2_39_aarch64.whl
| Download URL | runtimed-2.8.1a202609300114-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 |
f41642966f1fbcfd6a719056bb23e97dce75b4f5fb1429525bc35390baad885a
|
|
BLAKE2b-256 checksum How to use checksums |
ea30ff224c46eef011bffd113d0d2ab521f00338462bf47340120ecf46af1dd1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","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-2.8.1a202609300114-cp39-abi3-macosx_11_0_arm64.whl
| Download URL | runtimed-2.8.1a202609300114-cp39-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 20.0 MB |
| Tags | CPython 3.9 abi3 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
21c8289e06c53514ffd80ee3ef8c887798e45057e6af597ac9d65acb2dfe5896
|
|
BLAKE2b-256 checksum How to use checksums |
3b2d5b8d5a4a345ea1e80e726cd6e3d9dda8c6c52d81b6e9d5daaffdd45d5fe9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","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-2.8.1a202609300114-cp39-abi3-macosx_10_12_x86_64.whl
| Download URL | runtimed-2.8.1a202609300114-cp39-abi3-macosx_10_12_x86_64.whl |
|---|---|
| Size | 19.8 MB |
| Tags | CPython 3.9 abi3 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
74ff5eae6f52b5ac087a9a0ce6d06ad0f6d6110e1f8e1a0c2ee2aebcf55fc9ad
|
|
BLAKE2b-256 checksum How to use checksums |
362b40aed713bf0d9ec66d60e4c9e8e36df4fa780864103f27dafca0526bc7bf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","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}
|
