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Scrapeless Mcp Server

@scrapeless-ai

About Scrapeless Mcp Server

Scrapeless MCP Server lets LLMs and AI tools like ChatGPT and Cursor access real-time web data via Google services, browser automation, and scraping—no blocks, just seamless context.

Basic information

Category

Browser Automation

Transports

stdio

Publisher

scrapeless-ai

Submitted by

scrapeless

Config

Add this server to your MCP-compatible client using the configuration below.

{
  "mcpServers": {
    "scrapelessMcpServer": {
      "command": "npx",
      "args": [
        "-y",
        "scrapeless-mcp-server"
      ],
      "env": {
        "SCRAPELESS_KEY": "YOUR_SCRAPELESS_KEY"
      }
    }
  }
}

Tools

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Overview

What is Scrapeless Mcp Server?

Scrapeless Mcp Server is the official Model Context Protocol (MCP) integration layer that lets LLMs, AI agents, and AI applications interact with the web in real time. It connects models like ChatGPT, Claude, and tools like Cursor and Windsurf to Google services, browser automation, and web scraping capabilities.

How to use Scrapeless Mcp Server?

Obtain an API key from the Scrapeless Dashboard (free trial available). Then configure your MCP client with either Stdio (local execution via npx -y scrapeless-mcp-server using the SCRAPELESS_KEY environment variable) or Streamable HTTP (hosted API mode at https://api.scrapeless.com/mcp with the x-api-token header). Specific setup steps are provided for Claude Desktop and Cursor IDE.

Key features of Scrapeless Mcp Server

  • Google Search, Flights, Trends, Scholar integration.
  • Full browser automation: navigate, click, type, scroll.
  • Scrape pages as HTML, Markdown, or screenshots.
  • Bypass Cloudflare and extract JS-rendered content.
  • Live session preview for browser interactions.
  • Works with ChatGPT, Claude, Cursor, Windsurf, and more.

Use cases of Scrapeless Mcp Server

  • Build an AI research assistant that searches Google Scholar or Trends.
  • Automate web form filling and data extraction via conversational commands.
  • Scrape dynamically rendered content and write it to a local file.
  • Perform automated SERP scraping (e.g., Google Search results to a file).
  • Create autonomous web agents that navigate, bypass protections, and extract data.

FAQ from Scrapeless Mcp Server

Which LLMs and tools does Scrapeless Mcp Server integrate with?

It integrates with ChatGPT, Claude, and tools like Cursor and Windsurf via the open MCP standard.

How do I get an API key?

Log in to the Scrapeless Dashboard, go to Settings → API Key Management, create a key, and copy it. A free trial is available.

What transport modes are supported?

Both Stdio (local execution) and Streamable HTTP (hosted API mode) are supported.

Can it bypass Cloudflare?

Yes, the Screenshot MCP browser service can automatically access Cloudflare-protected pages and return content in Markdown.

What security practices should I follow?

Never pass raw scraped content directly into LLM prompts. Sanitize extracted data, prefer structured extraction, apply domain whitelisting, and log all outbound requests.

Comments

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