# Scrapeless MCP Server (Google Search capability)
> Scrapeless MCP connects AI clients to Scrapeless web search, scraping, browser and other data services; Google Search is one capability within its broader multi-product server.
Canonical: https://www.mcpfolio.com/servers/scrapeless-google-search
Last updated: 2026-10-28
## Catalog record

- Publisher: Scrapeless
- Categories: search, web-scraping

## Website

https://www.scrapeless.com/en

## Repository

https://github.com/scrapeless-ai/scrapeless-mcp-server

## Transports

stdio; Streamable HTTP

## Authentication

API key via x-api-token header for hosted setup. Local official site currently documents SCRAPELESS_API_KEY; repository README uses SCRAPELESS_KEY, a conflicting variable name requiring confirmation against current package configuration.

## Tools

- **ai_scraper**: Create an AI Scraper task for supported AI search and assistant platforms.
- **browser_create**: Create or reuse a cloud browser session.
- **browser_close**: Disconnect and close the current cloud browser session.
- **browser_goto**: Navigate the browser to a URL.
- **browser_go_back**: Go back one step in browser history.
- **browser_go_forward**: Go forward one step in browser history.
- **browser_click**: Click a page element.
- **browser_type**: Type text into a page input.
- **browser_wait_for**: Wait for a page element to appear.
- **browser_wait**: Pause for a fixed duration.
- **browser_snapshot**: Capture a structured browser page snapshot.
- **browser_screenshot**: Capture a screenshot of the current browser page.
- **browser_get_html**: Return the current page HTML.
- **browser_get_text**: Return visible text from the current page.
- **browser_scroll**: Scroll the page.
- **browser_scroll_to**: Scroll a specific element into view.
- **browser_press_key**: Simulate a keyboard key press.
- **crawl_cancel**: Cancel an in-progress website crawl.
- **crawl_result**: Retrieve results from an asynchronous crawl job.
- **crawl_start**: Start a crawl from a base URL.
- **google_search**: Search the web using Google results.
- **google_trends**: Retrieve Google Trends data.
- **scrape_html**: Fetch a URL and return its HTML.
- **scrape_markdown**: Fetch a URL and return its content as Markdown.
- **scrape_screenshot**: Capture a webpage screenshot.

## Sources

- [official_tool_reference](https://github.com/scrapeless-ai/scrapeless-mcp-server)
- [official_documentation_or_source](https://github.com/scrapeless-ai/scrapeless-mcp-server)

## Setup

Use the interactive setup panel on [the detail page](https://www.mcpfolio.com/servers/scrapeless-google-search) to view instructions for each supported client.