AI List Extractor for Any Website MCP Server

An MCP server for the Mamba Labs AI List Extractor for Any Website actor on Apify. Turn any public list page into rows on your own LLM key.

What's Inside

• What it does
• Quick start
• Prerequisites
• Example prompts
• Tool
• Inputs
• Pricing
• Full actor documentation
• License

What it does

Give web addresses, a plain words description of one item, and your own OpenAI, Anthropic, Gemini, or Groq key. The actor reads each page over plain HTTP, sends its text to your model, and returns one row per item, with a check that flags values not found on the page. You pay your provider directly and pay this actor per page. It does not run JavaScript and does not get past a refusal.

All of the work runs on Apify. This package is a thin client that starts the actor run, waits for it, and hands back the dataset rows.

Quick start

You need Node.js 18 or newer and an Apify account with an API token.

Add this to your Claude Desktop config (claude_desktop_config.json), Cursor, or any MCP client:

{
  "mcpServers": {
    "mamba-ai-list-extractor-any-website": {
      "command": "npx",
      "args": [
        "-y",
        "@mambalabsdev/mcp-ai-list-extractor-any-website"
      ],
      "env": {
        "APIFY_TOKEN": "your-apify-token"
      }
    }
  }
}

Restart the client. The extract_list_from_website tool appears.

Prerequisites

• Node.js 18 or newer.
• An Apify API token from console.apify.com/account/integrations, set as APIFY_TOKEN. The server lists its tool without a token; a call needs one.

Example prompts

• "Pull every job title, company, and link from this careers page on my OpenAI key."
• "Extract all products and prices from this category page, following 5 pages."
• "Check whether these 3 pages can be read before I use my key."

Tool

extract_list_from_website. One tool. Example arguments:

{
  "start_urls": [
    "https://quotes.toscrape.com/"
  ],
  "what_to_extract": "every quote: text, author, tags",
  "provider": "openai",
  "max_pages_per_url": 1
}

Inputs

Every buyer facing input of the actor. Omitted inputs take the actor's own defaults.

... View full README on GitHub