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Scrapeless MCP Server (Google Search capability)

Scrapeless

stdio; Streamable HTTP25 documented tools17

About 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.

What you can use it for

  • Query Google search results
  • Scrape and extract web pages
  • Use cloud-browser and other Scrapeless products through MCP
Connection and setup
Hosting
Both local and remote hosted
Transport
stdio; Streamable HTTP
Endpoint
https://api.scrapeless.com/mcp
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.

Requirements

  • Scrapeless account/API key
  • Node.js/npx for local stdio
  • Usage may incur Scrapeless service charges

Setup steps

  1. Create an API key in Scrapeless dashboard > Settings > API Key Management.
  2. For remote, configure Streamable HTTP https://api.scrapeless.com/mcp with x-api-token header.
  3. For local, use npx -y scrapeless-mcp-server and set the key in the client environment; verify the package's expected environment name because current first-party site and GitHub README disagree.
  4. Start with a search or scrape read operation; check service usage and costs.
Tools 25

The maintainer README enumerates 25 tools matching stored names across Google search/trends, browser automation, scraping, crawling and AI scraper task creation. Supports local stdio and hosted Streamable HTTP; requires a Scrapeless API key.

  • ai_scraper

    Create an AI Scraper task for supported AI search and assistant platforms.

    01
  • browser_create

    Create or reuse a cloud browser session.

    02
  • browser_close

    Disconnect and close the current cloud browser session.

    03
  • browser_goto

    Navigate the browser to a URL.

    04
  • browser_go_back

    Go back one step in browser history.

    05
  • browser_go_forward

    Go forward one step in browser history.

    06
  • browser_click

    Click a page element.

    07
  • browser_type

    Type text into a page input.

    08
  • browser_wait_for

    Wait for a page element to appear.

    09
  • browser_wait

    Pause for a fixed duration.

    10
  • browser_snapshot

    Capture a structured browser page snapshot.

    11
  • browser_screenshot

    Capture a screenshot of the current browser page.

    12
  • browser_get_html

    Return the current page HTML.

    13
  • browser_get_text

    Return visible text from the current page.

    14
  • browser_scroll

    Scroll the page.

    15
  • browser_scroll_to

    Scroll a specific element into view.

    16
  • browser_press_key

    Simulate a keyboard key press.

    17
  • crawl_cancel

    Cancel an in-progress website crawl.

    18
  • crawl_result

    Retrieve results from an asynchronous crawl job.

    19
  • crawl_start

    Start a crawl from a base URL.

    20
  • google_search

    Search the web using Google results.

    21
  • google_trends

    Retrieve Google Trends data.

    22
  • scrape_html

    Fetch a URL and return its HTML.

    23
  • scrape_markdown

    Fetch a URL and return its content as Markdown.

    24
  • scrape_screenshot

    Capture a webpage screenshot.

    25
Limitations and notes
  • The official website and repository show different local key variable names (SCRAPELESS_API_KEY vs SCRAPELESS_KEY); verify current package config before setup.
  • Server exposes broader Scrapeless services than Google Search alone.
  • Use within target-site terms and applicable access restrictions.
Original sources
  • official tool reference

    The maintainer README enumerates 25 tools matching stored names across Google search/trends, browser automation, scraping, crawling and AI scraper task creation. Supports local stdio and hosted Streamable HTTP; requires a Scrapeless API key.

  • official documentation or source

    The maintainer README enumerates 25 tools matching stored names across Google search/trends, browser automation, scraping, crawling and AI scraper task creation. Supports local stdio and hosted Streamable HTTP; requires a Scrapeless API key.

Documentation checked 2026-10-28T13:45:00.000Z. Connection has not been runtime tested.

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