Scrapelessmcpserver

🚀 Scrapeless MCP Server

The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. MCP provides a standardized way to connect LLMs with the context they need, helping you efficiently enhance chat interfaces, build AI-driven IDEs, or create custom AI workflows.

With the Scrapeless MCP Server, you can easily integrate real-time Google SERP (Google Search, Google Flights, Google Maps, Google Jobs, etc.) results into your LLM applications. This server acts as a bridge between LLMs (such as ChatGPT, Claude, etc.) and scrapeless Google SERP, enabling AI workflows, chatbots, and research tools to dynamically obtain context.

👉 Real-time MCP endpoints:

• mcp.so
• glama.ai

📦 NPM package: scrapeless-mcp-server

🚀 Quick Start

The Model Context Protocol (MCP) is an open - protocol facilitating seamless integration between LLM applications and external data sources/tools. It offers a standardized approach to connect LLMs with necessary context, useful for enhancing chat interfaces, building AI - driven IDEs, or creating custom AI workflows. The Scrapeless MCP Server allows easy integration of real - time Google SERP results into LLM applications.

✨ Features

This project provides several MCP servers that enable AI assistants (such as Claude) to perform various search operations and obtain data from the following sources:

• Google Search

📦 Installation

Prerequisites

• Node.js 22 or higher
• NPM or Yarn

Installation from Source Code

1. Clone the repository:

git clone https://github.com/scrapeless-ai/scrapeless-mcp-server.git
cd scrapeless-mcp-server

2. Install dependencies:

npm install

3. Build the server:

npm run build

💻 Usage Examples

Example Query

Here is an example of how to use these servers in combination with Claude Desktop:

Please search for "solutions to climate change" and summarize the top results.

📚 Documentation

Tools

1. Search Tool

• Name: google-search
• Description: Perform web searches without scraping.
• Parameters:
  • query (Required): Defines the search query. You can use any terms used in a regular Google search, such as inurl:, site:, intitle:.
  • gl (Optional, default value is "us"): Defines the country code for Google search. It is a two - letter country code. (e.g., us for the United States, uk for the United Kingdom, or fr for France).
  • hl (Optional, default value is "en"): Defines the language code for Google search. It is a two - letter language code. (e.g., en for English, es for Spanish, or fr for French).

Setup Guide

1. Obtain a Scrapeless Key

1. Register at Scrapeless.
2. Get a free trial.
3. Generate an API key.

2. Configuration

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

🌐 Community

• MCP Server Discord