C

Cursor Notebook MCP

This project is a Jupyter Notebook MCP server designed for the Cursor editor, providing a set of tools that allow AI agents to directly operate on cells in .ipynb files, solving the limitation that Cursor cannot directly edit notebook content in agent mode.
2 points
7

What is the Jupyter Notebook MCP Server?

This is an MCP server specifically designed for Cursor, allowing AI to directly edit and operate Jupyter notebooks (.ipynb) files. It solves the problem that notebooks cannot be directly edited in Cursor.

How to use the Jupyter Notebook MCP Server?

By configuring Cursor's MCP server, you can easily enable AI's full editing capabilities for Jupyter notebooks. You can start using it in just a few steps.

Applicable Scenarios

Suitable for users who need to frequently use Jupyter notebooks for data analysis, machine learning model development, and teaching demonstrations.

Main Features

Create NotebookCreate a new empty notebook file in the specified directory.
Delete NotebookDelete an existing notebook file.
Rename NotebookMove the notebook file from one path to another.
Read NotebookRead the entire notebook and return its structure as a dictionary.
Edit CellReplace the content of a specific cell.
Export NotebookExport the notebook to other formats (such as Python script, HTML, etc.).

Advantages and Limitations

Advantages
Supports AI to directly edit Jupyter notebooks.
Ensures the integrity of the notebook structure.
Provides a rich set of APIs to operate on notebook content.
Limitations
Does not support cell execution function.
Requires manual configuration of Cursor to use the server.
Some advanced export functions may require additional dependencies (such as LaTeX).

How to Use

Install the Server
Install the server via pip and activate the virtual environment.
Start the Server
Run the server script and specify the allowed root directory.
Configure Cursor
Add the server URL to Cursor's MCP configuration.

Usage Examples

Create a New NotebookCreate a new Jupyter notebook file through Cursor.
Edit Cell ContentUse AI tools to edit specific cells in the notebook.
Export NotebookExport the notebook as a Python script.

Frequently Asked Questions

How to install the Jupyter Notebook MCP server?
Why can't cells be executed directly?
How to solve the UI refresh problem?

Related Resources

Project Homepage
Project source code and documentation.
Installation Guide
Detailed installation and configuration instructions.
Video Tutorial
A video tutorial for quickly understanding the server's functions.
Installation
Copy the following command to your Client for configuration
{
  "mcpServers": {
    "notebook_mcp": {
      "command": "/absolute/path/to/venv/bin/cursor-notebook-mcp",
      "args": [
        "--allow-root", "/absolute/path/to/your/notebooks"
      ]
    }
  }
}

{
  "mcpServers": {
    "notebook_mcp": {
      "command": "/absolute/path/to/venv/bin/python",
      "args": [
        "/absolute/path/to/project/cursor_notebook_mcp/server.py", 
        "--allow-root", "/absolute/path/to/your/notebooks"
      ]
    }
  }
}

{
  "mcpServers": {
    "notebook_mcp": {
      "url": "http://127.0.0.1:8080/sse"
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.
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