Let's do some Vibe Diagramming with the most wide-spread diagramming tool called Draw.io (Diagrams.net).

The Draw.io MCP server is a Model Context Protocol (MCP) implementation that brings powerful diagramming capabilities to AI agentic systems. This integration enables:

• Seamless Draw.io Integration: Connect your MCP-powered applications with Draw.io's rich diagramming functionality
• Programmatic Diagram Control: Create, modify, and manage diagram content through MCP commands
• Intelligent Diagram Analysis: Retrieve detailed information about diagrams and their components for processing by AI agents
• Agentic System Development: Build sophisticated AI workflows that incorporate visual modeling and diagram automation

As an MCP-compliant tool, it follows the standard protocol for tool integration, making it compatible with any MCP client. This implementation is particularly valuable for creating AI systems that need to:

• Generate architectural diagrams
• Visualize complex relationships
• Annotate technical documentation
• Create flowcharts and process maps programmatically

The tool supports bidirectional communication, allowing both control of Draw.io instances and extraction of diagram information for further processing by AI agents in your MCP ecosystem.

To use the Draw.io MCP server, you'll need:

• Node.js (v18 or higher) - Runtime environment for the MCP server
• Draw.io MCP Browser Extension - Enables communication between Draw.io and the MCP server

• MCP Client (e.g., MCP Inspector) - For testing and debugging the integration
• LLM with Tools Support - Any language model capable of handling MCP tool calls (e.g., GPT-4, Claude 3, etc.)

• pnpm - Preferred package manager
• Chrome DevTools - For debugging when using --inspect flag

Note: The Draw.io desktop app or web version must be accessible to the system where the MCP server runs.

1. Install Claude Desktop

2. Open or create the configuration file:

   • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
   • Windows: %APPDATA%\Claude\claude_desktop_config.json

3. Update it to include this server:

{
   "mcpServers":{
      "drawio":{
         "command":"npx",
         "args":[
            "-y",
            "drawio-mcp-server"
         ]
      }
   }
}

{
   "mcpServers":{
      "drawio":{
         "command":"pnpm",
         "args":[
            "dlx",
            "drawio-mcp-server"
         ]
      }
   }
}

4. Restart Claude Desktop

This is an alternative MCP client in case you like terminal and you plan to connect to your own Ollama instance.

The configuration is usually in: ~/.local/share/oterm/config.json

{
	"mcpServers": {
		"drawio": {
			"command": "npx",
			"args": [
			  "-y",
        "drawio-mcp-server"
			]
		}
	}
}

{
	"mcpServers": {
		"drawio": {
			"command": "pnpm",
			"args": [
			  "dlx",
        "drawio-mcp-server"
			]
		}
	}
}

In order to control the Draw.io diagram, you need to install dedicated Browser Extension.

1. Open Draw.io in your browser
2. Install the Draw.io MCP Browser Extension from a web store or use other means

The Draw.io MCP server provides the following tools for programmatic diagram interaction:

• get-selected-cell Retrieves the currently selected cell in Draw.io with all its attributes Returns: JSON object containing cell properties (ID, geometry, style, value, etc.)

• get-shape-categories Retrieves available shape categories from the diagram's library Returns: Array of category objects with their IDs and names

• get-shapes-in-category Retrieves all shapes in a specified category from the diagram's library Parameters:

  • category_id: Identifier of the category to retrieve shapes from Returns: Array of shape objects with their properties and styles

• get-shape-by-name Retrieves a specific shape by its name from all available shapes Parameters:

  • shape_name: Name of the shape to retrieve Returns: Shape object including its category and style information

• add-rectangle Creates a new rectangle shape on the active Draw.io page with customizable properties:

  • Position (x, y coordinates)
  • Dimensions (width, height)
  • Text content
  • Visual style (fill color, stroke, etc. using Draw.io style syntax)

• add-edge Creates a connection between two cells (vertexes) Parameters:

  • source_id: ID of the source cell
  • target_id: ID of the target cell
  • text: Optional text label for the edge
  • style: Optional style properties for the edge

• delete-cell-by-id Removes a specified cell from the diagram Parameters:

  • cell_id: ID of the cell to delete

• add-cell-of-shape Adds a new cell of a specific shape type from the diagram's library Parameters:

  • shape_name: Name of the shape to create
  • x, y: Position coordinates (optional)
  • width, height: Dimensions (optional)
  • text: Optional text content
  • style: Optional additional style properties

Troubleshooting

Prompt examples

Contributing

Architecture

Development