Skip to main content
Glama

ipybox

mcp-name: io.github.gradion-ai/ipybox

ipybox is a unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

Overview

ipybox executes code blocks in a stateful IPython kernel. A code block can contain any combination of Python code, shell commands, and programmatic MCP tool calls. Kernels can be sandboxed with sandbox-runtime, enforcing filesystem and network restrictions at OS level.

It generates Python APIs for MCP server tools via mcpygen, and supports application-level approval of individual tool calls and shell commands during code execution. ipybox runs locally on your computer, enabling protected access to your local data and tools.

NOTE

Next generation ipybox

This is the next generation of ipybox, a complete rewrite. Older versions are maintained on the 0.6.x branch and can be obtained with pip install ipybox<0.7.

Related MCP server: MCP Executor Server

Documentation:

Capabilities

Capability

Description

Stateful execution

State persists across executions in IPython kernels

Unified execution

Combine Python code, shell commands, and programmatic MCP tool calls in a code block

Shell command execution

Run shell commands via !cmd syntax, capture output into Python variables

Programmatic MCP tool calls

MCP tools called via generated Python API ("code mode"), not JSON directly

Python tool API generation

Typed functions and Pydantic models generated from MCP tool schemas via mcpygen

Application-level approval

Individual approval of tool calls and shell commands during code execution

Lightweight sandboxing

Optional kernel isolation via Anthropic's sandbox-runtime

Local execution

No cloud dependencies, everything runs locally on your machine

Usage

Component

Description

Python SDK

Python API for building applications on ipybox

MCP server

ipybox as MCP server for code actions and programmatic tool calling

Claude Code plugin

Plugin that bundles the ipybox MCP server and a code action skill

TIP

Freeact agent

Freeact is a general-purpose agent built on ipybox.

Install Server
A
license - permissive license
A
quality
B
maintenance

Maintenance

Maintainers
Response time
2wRelease cycle
18Releases (12mo)
Commit activity
Issues opened vs closed

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • A
    license
    Not graded
    quality
    D
    maintenance
    An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
    40
    Apache 2.0
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    A secure server that enables code execution in isolated Docker environments, supporting Python with strict security constraints including network isolation, limited filesystem access, and resource limitations.
  • A
    license
    A
    quality
    C
    maintenance
    Enables code execution in isolated Docker containers with persistent IPython, Node.js, or R kernels, supporting file import/export and cross-session transfers via MCP tools.
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLMs to safely execute code in isolated Docker containers with resource limits and security controls, supporting session management and automatic dependency installation.
    MIT

View all related MCP servers

Related MCP Connectors

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/gradion-ai/ipybox'

If you have feedback or need assistance with the MCP directory API, please join our Discord server