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n8n + AI MCP Bridge: Connect Claude, GPT & LLMs to 2000+ Web Scrapers

The ultimate Model Context Protocol (MCP) bridge that connects n8n workflow automation, AI assistants (Claude, GPT, LLMs), and 2000+ Apify web scrapers into a single powerful integration.

Execute any Apify Actor directly from AI conversations or n8n workflows via standardized MCP protocol.

Why This Actor?

Key Features

• MCP Protocol: Full Model Context Protocol implementation for AI tool calling
• n8n Compatible: Works with n8n HTTP Request nodes out of the box
• AI Ready: Integrates with Claude Desktop, OpenAI, LangChain, AutoGPT
• 2000+ Tools: Access the entire Apify scraper and automation ecosystem
• Session Management: Support for 100+ concurrent MCP sessions
• Data Transform: Automatic conversion between n8n and MCP formats
• Enterprise Ready: Retry mechanisms, error handling, timeout management

Use Cases

1. AI-Powered Lead Generation

User:"Find restaurants in NYC and get their contact info"
AI → MCP Bridge → Google Maps Scraper → Contact data returned to AI

2. Automated Research Pipelines

n8n Trigger → MCP Bridge → Web Scraper → AI Analysis → Report

3. Real-Time Data for LLMs

User Question → AI Model → MCP Bridge → Fresh Web Data → AI Response

4. No-Code AI Automation

n8n Workflow → MCP Tools → Execute Any Apify Actor → Process Results

Quick Start

Step 1: Start the Actor

Run this Actor to get your MCP endpoint URL. The Actor runs in Standby Mode - always ready to receive requests.

Step 2: Connect from AI or n8n

Create an MCP Session:

curl-X POST https://[your-standby-url]/mcp/session \
-H"Content-Type: application/json"

List Available Tools:

curl-X POST https://[your-standby-url]/mcp/tools/list \
-H"Content-Type: application/json"

Execute a Scraper:

curl-X POST https://[your-standby-url]/mcp/tools/call \
-H"Content-Type: application/json"\
-d'{
 "name": "execute_actor",
 "arguments": {
 "actorId": "apify/web-scraper",
 "input": {"startUrls": [{"url": "https://example.com"}]}
 }
 }'

MCP Tools Available

MCP Protocol Endpoints

n8n Integration

HTTP Request Node Configuration

{
"method":"POST",
"url":"https://[your-standby-url]/mcp/tools/call",
"headers":{
"Content-Type":"application/json",
"X-MCP-Session":"{{$json.sessionId}}"
},
"body":{
"name":"execute_actor",
"arguments":{
"actorId":"apify/google-maps-scraper",
"input":{
"searchStringsArray":["{{$json.searchQuery}}"],
"maxCrawledPlaces":100
}
}
}
}

Data Transformation

Convert n8n workflow data to Actor-compatible format:

{
"name":"transform_n8n_data",
"arguments":{
"workflowData":{
"inputData":{
"url":"https://example.com",
"searchQuery":"products"
}
},
"targetActorId":"apify/web-scraper"
}
}

The bridge automatically maps common fields:

• url/urls → startUrls
• searchQuery/search/keyword → queries
• maxResults/limit → maxItems

Claude Desktop Integration

Add to your Claude Desktop MCP config:

{
"mcpServers":{
"apify":{
"url":"https://[your-standby-url]/mcp"
}
}
}

Legacy n8n Endpoints

For backwards compatibility:

Configuration Options

Security

• Webhook Secret: Protect endpoints with X-Webhook-Secret header
• Session Isolation: Each client gets an isolated session
• Token Security: Apify tokens stored as secrets, never exposed in logs

Cost Estimation

Target Audience

• AI Developers: Connect LLMs to real-world web data via MCP
• Automation Engineers: Enhance n8n with AI-powered decision making
• No-Code Builders: Access AI scrapers without writing code
• DevOps Teams: Integrate AI capabilities into automation pipelines

Resources

• Apify Documentation
• MCP Specification
• n8n Documentation
• Apify Store - Browse 2000+ Actors

License

MIT License - Free for commercial and personal use.

Keywords: MCP, Model Context Protocol, n8n, AI, Claude, GPT, LLM, web scraper, automation, workflow, Apify, API, integration, AI tools, LangChain, AutoGPT, no-code, low-code