# MCP Jupyter Complete

> Use this tool when you need to manage and manipulate Jupyter notebooks efficiently, solving problems like cumbersome cell editing and synchronization issues. It provides position-based cell operations and bulk editing capabilities, accepting notebook files as input and producing updated notebooks as output. Ideal for data scientists and developers working with Jupyter notebooks in VS Code, streamlining their workflow and improving productivity.

Canonical page: https://skillsregistry.net/skills/tofunori-mcp-jupyter-complete  
JSON: https://api.skillsregistry.net/v1/skills/tofunori-mcp-jupyter-complete

## Description

A Model Context Protocol server for comprehensive Jupyter notebook manipulation, featuring position-based cell operations and bulk editing. It includes specialized integration for VS Code to synchronize notebook changes and trigger file reloads.

## Trust

- **Trust score (0–1):** 0.60
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** file-system
- **Updated:** 2026-04-22

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/b2108nvhjf)
- **Repository:** <https://github.com/tofunori/mcp-jupyter-complete>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "tofunori-mcp-jupyter-complete"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/tofunori-mcp-jupyter-complete` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/tofunori-mcp-jupyter-complete/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt