What is Scrapeless Mcp Server

Scrapeless-MCP-Server is an implementation of a Model Context Protocol (MCP) server designed for Scrapeless, enabling advanced search capabilities for AI assistants like Claude to perform various search operations and retrieve data from sources like Google Search.

Use cases

Use cases for Scrapeless-MCP-Server include conducting academic research, gathering market intelligence, and providing real-time information retrieval for AI-driven applications.

How to use

To use Scrapeless-MCP-Server, first obtain a Scrapeless Key by registering on the Scrapeless website, then configure the server with the provided JSON setup guide. You can initiate searches using the search tool by specifying your query and optional parameters like country and language.

Key features

Key features of Scrapeless-MCP-Server include the ability to perform web searches using Google, customizable search parameters (query, country, language), and integration with AI assistants for enhanced data retrieval.

Where to use

Scrapeless-MCP-Server can be used in various fields such as research, data analysis, and any application requiring advanced search capabilities through AI assistants.

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:

• mcp.so
• glama.ai

📦 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

1. Register at Scrapeless
2. Get your free trial
3. Generate API 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

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

Community

• MCP Server Discord