Scrapeless MCP Server

Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server

Remote serverstreamable-httpGo

What is the Scrapeless MCP server?

Scrapeless MCP server is a hosted integration for AI assistants that speak the Model Context Protocol. Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables.

What you get

Built on the open MCP standard, Scrapeless MCP Server seamlessly connects models like ChatGPT, Claude, and tools like Cursor and Windsurf to a wide range of external capabilities, including:

What the assistant can call

Once Scrapeless is connected, these are the calls the assistant has available:

  • Example — The Example tool exposed by this server
  • google_search — Universal information search engine
  • google_trends — Get trending search data from Google Trends
  • browser_create — Create or reuse a cloud browser session using Scrapeless
  • browser_close — Closes the current session by disconnecting the cloud browser
  • browser_goto — Navigate browser to a specified 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 specific element on the page
  • browser_type — Type text into a specified input field
  • browser_press_key — Simulate a key press
  • browser_wait_for — Wait for a specific page element to appear

Configuration and credentials

You will need 3 environment variables: SCRAPELESS_KEY, YOUR_SCRAPELESS_KEY, BROWSER_PROFILE_ID. The server will not start without them, which is usually why the tools fail to appear on a first run. Keep credentials in your client's env block or a secrets manager rather than in a file you might commit.

Setting it up

Being a remote server, there is no local install. You register the endpoint with your client, authorise it once, and the tools appear.

Choosing this one

Among the browser automation options, the useful question is rarely "what can it do" but "what does it cost you to run" — permissions, credentials, and how much of your context its toolset consumes. Scrapeless's toolset — Example, google_search, google_trends and 11 more — is a fair guide to whether it matches your workflow.

SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.

Before you rely on it

  • Your data travels to the provider's service, so the usual questions apply about what you send and what they retain.
  • With 14 tools registered it takes up a noticeable share of the context window; turn it off in projects that never touch Scrapeless.
  • Missing credentials fail quietly in some clients — if no tools show up, check the environment block first.
  • MCP clients confirm each tool call by default. Leave that on until you have watched what the scrapeless mcp server does with a few real requests.

Available tools

ToolWhat it does
ExampleThe Example tool exposed by this server.
google_searchUniversal information search engine.
google_trendsGet trending search data from Google Trends.
browser_createCreate or reuse a cloud browser session using Scrapeless.
browser_closeCloses the current session by disconnecting the cloud browser.
browser_gotoNavigate browser to a specified URL.
browser_go_backGo back one step in browser history.
browser_go_forwardGo forward one step in browser history.
browser_clickClick a specific element on the page.
browser_typeType text into a specified input field.
browser_press_keySimulate a key press.
browser_wait_forWait for a specific page element to appear.
browser_waitPause execution for a fixed duration.
browser_screenshotCapture a screenshot of the current page.

How to install the Scrapeless MCP server

🌐 Streamable HTTP (Hosted API Mode)

```JSON
{
  "mcpServers": {
    "Scrapeless MCP Server": {
      "type": "streamable-http",
      "url": "https://api.scrapeless.com/mcp",
      "headers": {
        "x-api-token": "YOUR_SCRAPELESS_KEY"
      },
      "disabled": false,
      "alwaysAllow": []
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Configuration

VariableDescriptionRequired
SCRAPELESS_KEYCredential the server authenticates with.Yes
YOUR_SCRAPELESS_KEYCredential the server authenticates with.Yes
BROWSER_PROFILE_IDConfiguration value read at startup.Optional

Example prompts to try

  • Use Scrapeless to Example.
  • Use Scrapeless to google search.
  • Use Scrapeless to google trends.

Frequently asked questions

It connects Scrapeless to MCP-compatible AI assistants such as Claude and Cursor, exposing 14 tools (Example, google_search, google_trends, and more) that the assistant can call on your behalf. Instead of copying data back and forth by hand, the assistant works with Scrapeless directly.