Automated Web Browsing & Extraction with Airtop and AI-Prompted Queries

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Built by Luciano Gutierrez Luciano Gutierrez
Created on June 05, 2026

Description

This workflow contains community nodes that are only compatible with the self-hosted version of n8n.

πŸ€– Autonomous Web Interaction with Airtop (via MCP Trigger)

This workflow uses Airtop to perform fully automated web interactionsβ€”triggered by an AI agent through the native MCP Server Trigger in n8n.

> πŸ’‘ Perfect for browser automation, intelligent data extraction, and agent-based workflows.

✨ Features

βœ… Triggered via native MCP Server (no need for external LangChain services)
πŸš€ Automates full browser sessions: open window, load page, scroll, click, fill forms
🧠 Supports AI-prompt-based extraction from web content
πŸ“· Captures screenshots and waits for downloads when needed
🧼 Cleans up with session and window termination
πŸ”„ Fully adaptable to agent-based automation flows

🧰 Workflow Breakdown

Trigger: Native MCP Server Trigger receives instructions
Create Session & Window: Starts browser automation in Airtop
Load Web Page: Loads target URL
Page Interaction:

Click elements
Scroll inside containers
Fill forms with dynamic data
Extract Content:

Query using prompts
Paginated extraction
Wait & Capture:

Waits for downloadable content
Takes a screenshot
Cleanup:

Closes windows and terminates session

πŸ“¦ Requirements

βœ… n8n 1.90+ with MCP Server Trigger
βœ… Active Airtop account with API credentials
βœ… Installed Airtop Tool node (n8n-nodes-base)
🧠 External agent (optional) to send prompt/data to MCP endpoint

πŸ” Use Cases

πŸ€– Agents that browse and extract data from the web
πŸ“ Fill and submit forms from structured data
πŸ”Ž Intelligent page querying using prompt-based automation
πŸ§ͺ Visual testing and screenshot capturing for QA workflows

πŸ”§ Nodes Used

MCP Server Trigger (native)
Airtop Tool(native):

Session creation and termination
Window control (open, close, screenshot)
Interaction (click, scroll, fill)
Extraction (query, pagination)
Download waiters

🧠 AI-Automation Ready

This workflow is designed to be controlled by external AI agents or orchestration tools. Combined with prompt-based querying and DOM control, it brings a human-like browsing experience into automated pipelines.

πŸ”— License

Open-source under MIT. Commercial usage allowed with attribution.

Let me know if you'd like to add:

πŸ§ͺ A test mcp client to validate triggers
🌐 A public link to the deployed workflow
πŸ“Ž A JSON download for users to import directly