mcp-server

AI Diagram Prototype Generator MCP Server

Name: AI Diagram Prototype Generator MCP Server
Author: SimonUTD

AI Diagram & Prototype File Generator (MCP Server)

69 stars15 forksPythonUpdated 9/13/2025100% free · open source

What it does

The AI Diagram & Prototype File Generator generates diagram and prototype files using AI, specifically designed for MCP Server, to streamline the development process.

When to use it

•When you need to quickly generate prototypes for your MCP Server projects
•When you want to automate the process of creating diagram files for your applications
•When you need to reduce the time spent on manually creating and updating prototype files

Ready-to-paste prompt

python generator.py -i input.json -o output -m 'Create a prototype for a simple e-commerce application'

Heads up: Ensure you have Python 3.8 or later installed, as the repository uses Python 3.8-specific features, and also be aware that the AI model requires a significant amount of computational resources and may take a long time to generate complex prototypes

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/ai-diagram-prototype-generator-mcp-server && curl -fsSL https://workflowstacks.com/api/skills/ai-diagram-prototype-generator-mcp-server/claude-skill -o ~/.claude/skills/ai-diagram-prototype-generator-mcp-server/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How AI Diagram Prototype Generator MCP Server works

Codeflow

Free to inspect

AI Diagram Prototype Generator MCP Server is mostly documents (28 doc files, 2 small scripts) — something you read, not something you run. There is nothing to install. Last commit 12 months ago, MIT license.

Size

Mostly documents

28 documents · 2 small scripts · 36 min skim

Setup

No code to run

It's prompts / instructions. Copy them into your AI tool.

Runs on

Inside your AI tool

Helper scripts use Python · needs API keys

Python 59%HTML 41%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
.env.example
The API keys and settings you must provide
3
example/step1.jpg
A worked example — copy this to get going

What's in each folder

prompts/Prompts, skills & agent definitions22 files

example/Examples you can copy13 files

standardFileTemplate/Folder4 files

READMEDocumentedExamples includedMIT licenseLast update 12 mo ago

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/ai-diagram-prototype-generator-mcp-server && curl -fsSL https://workflowstacks.com/api/skills/ai-diagram-prototype-generator-mcp-server/claude-skill -o ~/.claude/skills/ai-diagram-prototype-generator-mcp-server/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

SimonUTD

Language

Python