# openwebui-jupyter-mcp-stack

> openwebui-jupyter-mcp-stack — nsourlos-openwebui-jupyter-mcp-stack. Use this tool when you need to integrate AI-powered code execution and mathematical visualizations into your workflow. It solves problems related to data analysis, visualization, and AI model development by providing a complete Docker environment with OpenWebUI, Jupyter Notebook, Manim, and MCP server. This tool accepts code and data as inputs and outputs interactive visualizations and executable code, ideal for use cases involving data science, machine learning, and education.

Canonical page: https://skillsregistry.net/skills/nsourlos-openwebui-jupyter-mcp-stack  
JSON: https://api.skillsregistry.net/v1/skills/nsourlos-openwebui-jupyter-mcp-stack

## Description

Complete Docker environment integrating OpenWebUI, Jupyter Notebook with Manim, and MCP server for AI-powered code execution and mathematical visualizations

## Trust

- **Trust score (0–1):** 0.97
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** MIT
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/nsourlos/openwebui-jupyter-mcp-stack)

## 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": "nsourlos-openwebui-jupyter-mcp-stack"
    }
  }
}
```

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