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Scrapeless MCP Server

Scrapeless MCP Server

A Scrapeless Model Context Protocol (MCP) server connector for the Google SERP API, facilitating web search within the MCP ecosystem.

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Websitegithub.com

PublishedMay 14, 2025

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Data Access & Integration Mcp Servers

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Scrapeless MCP Server

A Scrapeless Model Context Protocol (MCP) server connector for the Google SERP API, facilitating web search within the MCP ecosystem.

Source: GitHub - scrapeless-ai/scrapeless-mcp-server
Category: Data Access Integration / MCP Servers
Tags: web-search, google, data-access, mcp

Features

Implements the Model Context Protocol (MCP) to enable seamless integration of LLM (Large Language Model) applications with external data sources.
Acts as a bridge between LLMs (like ChatGPT, Claude, etc.) and Scrapeless's Google SERP API.
Allows real-time retrieval of Google Search, Google Flights, Google Maps, Google Jobs, and more into LLM applications.
Provides a standardized way to connect LLMs with dynamic context for enhancing chat interfaces, AI-driven IDEs, or custom AI workflows.
Exposes a search tool (google-search) with the following parameters:
- query (required): The search query (supports Google advanced operators like inurl:, site:, intitle:, etc).
- gl (optional, default: "us"): Country code for Google search localization.
- hl (optional, default: "en"): Language code for Google search results.
Can be used as a live MCP endpoint (e.g., via mcp.so or glama.ai).
Available as an npm package (scrapeless-mcp-server).
Open source with MIT license.
Written primarily in TypeScript.

Installation & Setup

Requires Node.js 22 or higher and npm/yarn.
Clone the repository and install dependencies via npm install.
Build the server using npm run build.
Requires a Scrapeless API key (register for a free trial and generate an API key).
Can be configured as part of a larger MCP server setup using environment variables.

Pricing

No explicit pricing details are listed for the server itself; however, a free trial is mentioned for the Scrapeless API key (actual API usage may be subject to Scrapeless service pricing).

License

MIT License

For more information and usage examples, visit the GitHub repository.