Scrapeless MCP Server

Scrapeless MCP Server is a powerful integration that empowers LLMs, AI Agents, and AI applications to interact with the web in real time.

Built on the open MCP standard, it seamlessly connects models like ChatGPT, Claude, and tools like Cursor and Windsurf to:

• Google services integration (Search, Trends)
• Browser automation for page-level navigation and interaction
• Scrape dynamic, JS-heavy sites—export as HTML, Markdown, or screenshots

Whether you're building an AI research assistant, a coding copilot, or autonomous web agents, this server provides the dynamic context and real-world data your workflows need—without getting blocked.

Features

• Automated web interaction and data extraction
• Bypass Cloudflare and other anti-bot protections
• Extract dynamically rendered page content
• Automated SERP (Search Engine Results Page) scraping
• Browser session management with optional persistence
• Google Search and Google Trends integration
• Multiple output formats: HTML, Markdown, Screenshots

Setup

1. Log in to the Scrapeless Dashboard (free trial available)
2. Navigate to Settings → API Key Management → Create API Key
3. Copy your API key and configure your MCP client

Advanced Options

Customize browser session behavior with optional parameters:

Security Best Practices

⚠️ Web data is untrusted by default. When using Scrapeless MCP Server:

• Never pass raw scraped content directly into LLM prompts
• Sanitize and validate all extracted content
• Prefer structured extraction over free-form text
• Apply domain or selector whitelisting when scraping
• Log and monitor all outbound requests

Example Usage

• Search for keywords using Google Search
• Find search interest trends for specific topics
• Automate browser interactions (click, scroll, type)
• Bypass Cloudflare to retrieve page content
• Extract dynamically rendered page content
• Capture screenshots of any webpage