web-scraping-agent-with-n8n-and-mcp-server
Web Scraping Agent with N8N and MCP Server
Documentation
Web-Scraping-Agent-with-N8N-and-MCP-Server
Web Scraping Agent with N8N and MCP Server
🤖 AI Scraping Agent in n8n with MCP Server
This project demonstrates how to create a powerful, AI-powered web scraping agent in n8n using MCP (Multi-Component Protocol) and Firecrawl. The agent can receive a chat message, fetch relevant data from the internet via scraping, and respond intelligently using OpenAI or Claude models.
📌 Project Overview
This is the most beginner-friendly and hands-on tutorial for building an autonomous Scraping Agent with tools and memory capabilities using:
- 🧠 OpenAI Chat Model
- 🧰 MCP Tools
- 🗂️ Simple Memory
- 🌐 Firecrawl for web scraping
🧠 Agent Workflow (Chat-triggered)
The core agent is triggered when a chat message is received. It includes:
- Chat Model: Uses OpenAI (via OpenRouter)
- Memory: Context is maintained using Simple Memory
- Tool: Connects to MCP Client which communicates with the scraping server
🔧 Agent Setup
🖥️ MCP Server Workflow (Scraping Handler)
This is the actual scraping backend that receives the agent’s request, performs the scrape using Firecrawl, and sends structured results back.
🌐 MCP Server Setup
🧩 Components Used
| Component | Purpose |
|---|---|
| `Agent (Tools Agent)` | Orchestrates AI, Memory, and Scraping |
| `OpenAI Chat Model` | Understands and responds to user queries |
| `Simple Memory` | Stores previous messages / memory context |
| `MCP Client` | Forwards tasks to the MCP server |
| `MCP Server Trigger` | Starts the scraping backend |
| `Scrape` Tool | Uses Firecrawl to extract webpage data |
📚 What You'll Learn
- How to create and coordinate multiple AI agents in n8n
- Connecting OpenAI models with real-time tools
- Setting up an MCP Server inside n8n
- Ethical scraping using Firecrawl
- Using the agent-as-a-tool pattern for modular AI
⚙️ Technologies Used
- n8n
- OpenRouter
- Supabase (for optional DB storage)
- QuickChart.io (for optional visualization)
- Firecrawl for scraping
- [Claude / GPT-4] (for LLM reasoning)
- MCP Architecture
Frequently asked questions
What is web-scraping-agent-with-n8n-and-mcp-server?
web-scraping-agent-with-n8n-and-mcp-server is Web Scraping Agent with N8N and MCP Server
How do I install web-scraping-agent-with-n8n-and-mcp-server?
Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.
Is web-scraping-agent-with-n8n-and-mcp-server open source?
Yes — it is hosted on GitHub at https://github.com/NarviAdil/Web-Scraping-Agent-with-N8N-and-MCP-Server.
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