🤖 Build Make.com Automation Scenarios with AI Using MCP

Have you ever wanted to build complex Make.com automation scenarios using natural language? What if your AI assistant could understand Make.com's 200+ base modules and help you create, validate, and deploy scenarios in seconds?

Enter make-mcp-server - an unofficial Model Context Protocol (MCP) server that brings Make.com's powerful automation platform directly into your AI workflow.

🎯 What is MCP?

The Model Context Protocol is a standardized way for AI assistants (like Claude Desktop, Cursor, or any MCP-compatible client) to interact with external tools and services. Think of it as a universal adapter that lets your AI assistant "talk" to different platforms.

🚀 What Can You Do?

With make-mcp-server, you can:

✅ Search 200+ Make.com Modules

"Find modules for sending Slack notifications"

Returns comprehensive information about Slack modules with parameters, examples, and documentation.

🔍 Get Detailed Module Information

"Show me how to use the Google Sheets Add Row module"

Get parameter schemas, configuration examples, and best practices.

🧠 Validate Scenarios Before Deployment

"Check if this scenario is valid: [blueprint JSON]"

Auto-healing validation that catches errors, suggests fixes, and validates data flow.

🚢 Deploy Directly to Make.com

"Create this scenario in my Make.com account"

One command deploys your AI-generated scenario to production.

📦 Quick Setup

Prerequisites

• Node.js 18+


• Make.com account (sign up free)


• Make.com API token

Installation

For Claude Desktop:

1. 
   

   Get your Make.com credentials:

   
   
   
   
   
   • Team ID: Found in your Make.com dashboard URL
   
   
   • API Token: Settings → API → Generate Token
   
   
   • Region: Check your Make.com URL (eu1, eu2, us1, us2)
   
   
   
   



2. Configure Claude Desktop:

Edit your claude_desktop_config.json:

{

  "mcpServers": {

    "make-mcp-server": {

      "command": "npx",

      "args": ["-y", "make-mcp-server@latest"],

      "env": {

        "MAKE_API_KEY": "your-api-token",

        "MAKE_TEAM_ID": "your-team-id",

        "MAKE_API_URL": "https://eu2.make.com/api/v2"

      }

    }

  }

}

1. 
   Restart Claude Desktop - The MCP server icon should appear.

For Cursor IDE:

Add to your Cursor settings (Ctrl+Shift+P → "MCP: Edit Config"):

{

  "mcpServers": {

    "make-mcp-server": {

      "command": "npx",

      "args": ["-y", "make-mcp-server@latest"],

      "env": {

        "MAKE_API_KEY": "your-api-token",

        "MAKE_TEAM_ID": "your-team-id",

        "MAKE_API_URL": "https://eu2.make.com/api/v2"

      }

    }

  }

}

🎨 Real-World Examples

Example 1: Slack → Notion Integration

Prompt to Claude:

"Create a Make.com scenario that monitors a Slack channel for messages containing 'bug report', extracts the content, and creates a new page in Notion with the report details."

What happens:

1. Searches for Slack and Notion modules


2. Builds the scenario structure with proper routing


3. Validates the blueprint for errors


4. Deploys to your Make.com account

Example 2: GitHub → Discord Notifications

Prompt:

"Build a scenario that watches GitHub for new pull requests and posts them to Discord with formatting."

Result: A working scenario with GitHub webhook trigger, data mapping, and Discord message formatting.

Example 3: Complex Multi-Step Workflow

Prompt:

"Create a scenario that: 1) Triggers daily at 9 AM, 2) Fetches data from Airtable, 3) Uses a router to split records by status, 4) Sends different email templates via Gmail, 5) Logs results to Google Sheets"

Result: Complete scenario with scheduler, Airtable integration, router logic, conditional branching, and logging.

🔧 Available Tools

The MCP server exposes these tools:

⚡ Advanced Features

Auto-Healing Validation

The validator doesn't just find errors - it fixes them:

// Invalid: Missing required parameters

{

  "module": "google-sheets:addRow",

  "parameters": {

    "spreadsheet": "abc123"

    // Missing 'sheetName' parameter

  }

}



// Auto-healed:

{

  "module": "google-sheets:addRow",

  "parameters": {

    "spreadsheet": "abc123",

    "sheetName": "Sheet1"  // ✅ Added with default

  }

}

Router Support

Build complex conditional workflows:

{

  "modules": [

    {

      "id": 1,

      "module": "webhook:trigger"

    },

    {

      "id": 2,

      "module": "router",

      "routes": [

        {

          "filter": "{{status}} = 'urgent'",

          "modules": [/* urgent path */]

        },

        {

          "filter": "{{status}} = 'normal'",

          "modules": [/* normal path */]

        }

      ]

    }

  ]

}

Template Discovery

Browse 500+ pre-built templates:

"Show me templates for e-commerce automation"

Returns categorized templates with difficulty ratings and module lists.

🔐 Security & Disclaimer

⚠️ Important: This is an unofficial, community-built project. It is:

• ✅ NOT affiliated with Make.com


• ✅ NOT officially supported


• ✅ Open source and transparent


• ✅ Uses official Make.com APIs

Always review scenarios before deployment - AI can make mistakes!

🌟 Why Use This?

For Developers:

• 
  10x faster scenario creation


• Natural language → working automation


• Instant documentation lookup


• No more clicking through UI menus

For AI Enthusiasts:

• See MCP in action


• Learn how AI agents interact with external tools


• Build your own MCP servers

For Make.com Users:

• Rapid prototyping


• Complex scenario scaffolding


• Template discovery


• Validation before deployment

🛣️ Roadmap

• [ ] Support for more Make.com features


• [ ] Visual scenario builder integration


• [ ] Scenario testing framework


• [ ] Community template sharing


• [ ] Improved error recovery

🤝 Contributing

This is an open-source project! Contributions welcome:

• 🐛 Report bugs: GitHub Issues
  


• 💡 Feature requests: GitHub Discussions
  


• 🔧 Pull requests: Contributing Guide
  

📚 Resources

• 
  GitHub Repository: danishashko/make-mcp
  


• 
  npm Package: make-mcp-server
  


• 
  MCP Registry: io.github.danishashko/make-mcp
  


• 
  Make.com Docs: make.com/en/help
  


• 
  MCP Documentation: modelcontextprotocol.io
  

🎓 Tutorial: Your First AI-Powered Scenario

Let's build a simple RSS → Email notification scenario with Claude:

Step 1: Set up the MCP server (see Installation above)

Step 2: Prompt Claude:

"Create a Make.com scenario that:

- Checks an RSS feed every hour

- Filters for items with 'AI' in the title

- Sends me an email with the article link"

Step 3: Claude will:

1. Search for RSS and Email modules


2. Configure the schedule trigger


3. Set up filtering logic


4. Build the email template


5. Ask if you want to deploy

Step 4: Review and deploy!

🔥 Hot Tips

1. 
   Be specific: "Use Gmail" vs "Send email"


2. 
   Provide context: Share your data structure


3. 
   Iterate: Ask Claude to refine the scenario


4. 
   Test first: Use Make.com's test mode


5. 
   Review always: AI is powerful but not perfect

🎉 Get Started Now!

# Quick test (no installation)

npx make-mcp-server --help



# Install globally

npm install -g make-mcp-server



# Check version

make-mcp-server --version

Then configure your AI assistant and start building!

📈 Stats

• ⭐ 200+ Make.com modules supported


• 🎯 500+ templates searchable


• 🔧 6 powerful tools for AI agents


• 💪 Auto-healing validation with smart fixes


• 🚀 1-command deployment to production

⭐ Star the repo: github.com/danishashko/make-mcp

📦 Try it now: npx make-mcp-server

Built with 🧡 by the community. Not affiliated with Make.com.