• DATA
  • INPUT
  • LOGIC
  • HUMAN

How to scrape structured web data with your AI

Connect the Web Scraper MCP once. After that, your agent pulls data from specific URLs on command.

Ask AI about this page

Short answer

How can I scrape structured web data with my AI?

Your agent uses this MCP to fetch raw JSON or JSON-LD from web endpoints. This gives you clean, machine-readable data for immediate use. You get structured information instead of messy HTML.

Data outcomes.

Where your data lands.

The AI turns web endpoints into structured inputs.

DATA

Clean JSON objects

The AI pulls raw data from the source. You get structured objects that are easy to read and manipulate.

INPUT

Ready for analysis

Once the data is pulled, your agent can immediately start summarizing or querying it. No manual cleaning required.

LOGIC

Structured metadata

The AI extracts JSON-LD to understand site relationships and schema. This provides context for complex web entities.

HUMAN

Manual verification

You decide if the scraped data meets your requirements. The AI provides the raw material, but you make the final call.

The workflow

What your AI does when a URL arrives.

The AI moves from a raw link to a structured data object.

  1. Target the endpoint

    Your agent identifies the specific URL you want to target and prepares the request.

    read_json

  2. Pull raw JSON

    The AI fetches the JSON data directly from the web endpoint.

    read_json

  3. Extract schema

    The agent looks for JSON-LD embedded in the page to find structured metadata.

    extract_jsonld

  4. Format for use

    The AI organizes the pulled data into a format that fits your current conversation.

    read_jsonextract_jsonld

Try it

Copy these to start.

Use these prompts to trigger the scraping process.

Starting points

These are opening lines. Swap out the URLs and specific data types to match what you need.

Web Scraper Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_YmTaAx3VdeRzHJqckaOgMTVnBzECnxTL8z7QeMgb/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Web Scraper capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "web-scraper-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_YmTaAx3VdeRzHJqckaOgMTVnBzECnxTL8z7QeMgb/mcp"
    }
  }
}
Copy into chat04

  • Scrape the JSON data from https://api.example.com/data and summarize the main findings.

  • Extract the JSON-LD from this product page: https://store.com/item/123.

  • Pull the raw JSON from the endpoint at https://service.io/v1/status and tell me if it is online.

  • Look at the JSON-LD on https://news.com/article/456 to find the author and publication date.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Web Scraper once, then ask.

One link connects the MCP. Your credentials stay encrypted on our side, and the full walkthrough lives on the Connector page.

Connect Web Scraper to your AI

FAQ

How this task behaves.

  • 01

    Can the AI scrape any website?

    No. The AI can only scrape websites that provide accessible JSON or JSON-LD data through their endpoints.

  • 02

    Will the AI change the data on the website?

    No. This MCP only reads data. It cannot modify or delete anything on the target website.

  • 03

    Does it work with standard HTML pages?

    No. This tool is built for structured data like JSON and JSON-LD. It is not a general-purpose HTML scraper.

  • 04

    Can I use this with Claude?

    Yes. Once you connect the MCP, you can use it with any MCP-compatible client like Claude or Cursor.

  • 05

    Can the AI save the data to a file for me?

    No. The AI pulls the data into your chat context. You must handle saving or exporting the data yourself.

  • More questions about Web Scraper? See everything the Web Scraper Connector can do

Connect Web Scraper to Claude, Cursor, ChatGPT & more