Scrapeless MCP Server

Integrations

Provides web search capabilities through Google Search, allowing queries with support for advanced search operators like inurl:, site:, and intitle:, with options to customize country and language settings.

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

You must be authenticated.

security – no known vulnerabilities

license - permissive license

quality - confirmed to work

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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