Scrapeless MCP Server

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Scrapeless Mcp Server

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 LLM with the required context, helping you efficiently enhance chat interfaces, build AI-driven IDEs, or create custom AI workflows.

Seamlessly integrate real-time Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications using the Scrapeless MCP server. This server acts as a bridge between LLMs (like ChatGPT, Claude, etc.) and Scrapeless's Google SERP, enabling dynamic context retrieval for AI workflows, chatbots, and research tools.

👉 Live MCP Endpoint:

📦 NPM Package: scrapeless-mcp-server

Overview

This project provides several MCP servers that enable AI assistants like Claude to perform various search operations and retrieve data from:

Google Search

Tools

1. Search Tool

Name: google-search
Description: Search the web using Scrapeless
Parameters:
- query (required): Parameter defines the query you want to search. You can use anything that you would use in a regular Google search. e.g. inurl:, site:, intitle:.
- gl (optional, default: "us"): Parameter defines the country to use for the Google search. It's a two-letter country code. (e.g., us for the United States, uk for United Kingdom, or fr for France).
- hl (optional, default: "en"): Parameter defines the language to use for the Google search. It's a two-letter language code. (e.g., en for English, es for Spanish, or fr for French).

Setup Guide

1. Get Scrapeless Key

2. Configure

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

Example Queries

Here are some examples of how to use these servers with Claude Desktop:

Google Search

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

Installation

Prerequisites

Node.js 22 or higher
NPM or Yarn

Install from Source

Clone the repository:

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

Install dependencies:

npm install

Build the server:

npm run build

Community

MCP Server Discord

Install Server

HTTP connection URL

security – no known vulnerabilities

license - permissive license

quality - confirmed to work

How are these scores calculated?

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

Tools

google-search

A Model Context Protocol server implementation that enables AI assistants like Claude to perform Google searches and retrieve web data directly through natural language requests.

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