AI Scraper

Learn how to use MrScraper’s AI-powered scraper to extract data effortlessly with prompts.

MrScraper’s AI Scraper lets you extract structured data from any web page by simply describing what you need — no coding or manual setup required. You provide a URL and a prompt, and the AI automatically analyzes the page, extracts relevant data, and returns the result in a structured format like JSON or CSV.

Tip

This feature is ideal for users and developers who want fast, flexible, and intelligent web scraping without writing rules or managing selectors.

When to Use the AI Scraper

Use the AI Scraper when you want to:

  • Quickly extract data from a website without building a scraper manually.
  • Collect small to medium-sized datasets with natural language instructions.
  • Automate repetitive data collection tasks where precision is less critical.
  • Prototype or test scraping ideas before committing to a full custom workflow.

For large-scale, highly structured, or repetitive tasks that require full control, consider using the Manual Scraper instead.

AI Scraper Mode

MrScraper provides three AI Scraper modes:

ModeDescriptionBest Used For
GeneralExtracts data from a single page using one prompt.Product detail pages, profile pages, article pages, or any one-off page extraction.
ListingScrapes multiple items from paginated or list-based content (products, categories, posts, listings).E-commerce category pages, blog indexes, directory listings, search results, and multi-item pages.
MapCollects all internal and external links from the target URL.Site structure mapping, link audits, SEO analysis, and discovering all URLs inside a page.

Scraper Types

The AI Scraper offers two types, allowing you to balance between cost efficiency and output quality.

ModeDescription
Cheap ModeMore affordable and faster, but with lower accuracy and less complete data.
Super ModeMore expensive and sometimes fast, sometimes slower, but with higher accuracy, more complete data, uses proxies to avoid bot detection, and is more stealthy.

Note

You can switch between modes at any time based on your scraping needs or token budget.

Screenshot

You can enable screenshot capture to get a visual snapshot of the scraped page along with your data. This is useful for verifying results or archiving page states.

Note

Screenshot will always be captured in Super Mode, and is optional in Cheap Mode.

How It Works

Follow these steps to use the AI Scraper from your dashboard:

  1. Log in to MrScraper, then click Scraper in the left sidebar.
  2. Click New Scraper + at the top to create a new scraper.
  3. Select the Scraper mode and enter the URL to scrape.
  4. Choose between Cheap or Super mode.
  5. Wait for the AI to process the provided URL.
  6. Enter your prompt describing the data you want to extract.
  7. The AI will analyze your prompt and extract the requested data.
  8. Once complete, review your results or export them as JSON or CSV.

Example Prompts

You can guide the AI using simple, natural language prompts.
Here are a few examples to get you started:

Example 1: Scrape E-Commerce Products

Example URL: https://www.walmart.com/search?q=laptop

Example Prompt:

Extract product name, price, and rating from the page.

Expected Output:

{
  "products": [
    {
      "name": "ASUS CX15 15.6 inch FHD IPS Chromebook Laptop Intel Celeron N4500 4GB RAM 128GB eMMC Fabric Blue",
      "price": "$139.00",
      "rating": "2571 reviews"
    },
    {
      "name": "Acer Chromebook 315 15.6 inch Laptop Intel Processor N4500 4GB RAM 64GB eMMC Pure Silver, ChromeOS",
      "price": "$159.00",
      "rating": "9487 reviews"
    },
    {
      "name": "HYYUO 14inch Laptop Compter, 8GB RAM 512GB ROM Intel Celeron N4000 with 2 Cores, Up to 2.6GHz, With Office 2024 Windows 11 WiFi 5 BT5.0 for Business, Beginners, Student, Dark Gray",
      "price": "$175.99",
      "rating": "64 reviews"
    },
    {
      "name": "HP 15.6 inch FHD IPS Windows Laptop Intel Core i3-N305 8GB RAM 256GB PCIe NVMe SSD Natural Silver",
      "price": "$345.99",
      "rating": "324 reviews"
    },
    {
      "name": "Dell 16 Laptop, Intel Core 5, 8GB, 512GB, FHD+ Touch, Silver Metal, Backlit Keyboard",
      "price": "$499.00",
      "rating": "N/A"
    },
    {
      "name": "Auusda 15.6\" Business Laptop, Intel N95 CPU, 32GB RAM, 1TB SSD, Windows 11 Pro, Pink",
      "price": "$369.59",
      "rating": "304 reviews"
    },
    {
      "name": "HP 17.3\" Touchscreen Laptop, Intel Core i3, 32GB RAM, 128GB eMMC + 2TB SSD, Windows 11 P, Silver",
      "price": "$679.00",
      "rating": "264 reviews"
    },
    {
      "name": "RNRUO 15.6\" Laptop Computer, 32GB RAM 512GB SSD, Intel Pentium Gold 6500Y with 2 Cores Up to 3.4GHz, FHD Display, Office 2024, WiFi5 BT5.0, Windows 11 Laptop for Business, Student, Office, Dark Gray",
      "price": "$269.99",
      "rating": "564 reviews"
    },
    {
      "name": "HP OmniBook 5 16 inch 2K Laptop Next Gen AI PC AMD Ryzen AI 7 350 16GB RAM 512GB SSD Glacier Silver",
      "price": "$629.00",
      "rating": "52 reviews"
    }
  ]
}

Example 2: Extract Blog Articles

Example URL: https://mrscraper.com/blog

Example Prompt:

Get the article title and publication date from the page.

Expected Output:

{
  "articles": [
    {
      "date": "Nov 6, 2025",
      "title": "Why You Should Consider Using Domain by Proxy for Your Website"
    },
    {
      "date": "Nov 6, 2025",
      "title": "The Complete Guide to Becoming a Business Intelligence Developer"
    },
    {
      "date": "Nov 5, 2025",
      "title": "Understanding Pricing Intelligence Software and Its Business Impact"
    },
    {
      "date": "Nov 5, 2025",
      "title": "How Competitor Pricing Helps You Stay Competitive and Profitable"
    },
    {
      "date": "Nov 4, 2025",
      "title": "What Is Retail Competitor Pricing and Why It Matters"
    },
    {
      "date": "Nov 3, 2025",
      "title": "How to Use Shuttle Proxy: Features, Configuration, and Best Practices"
    },
    {
      "date": "Oct 31, 2025",
      "title": "A Complete Guide to Interstellar Proxy and Its Key Benefits"
    },
    {
      "date": "Oct 30, 2025",
      "title": "AdsPower Proxies Explained: Setup, Benefits, and Best Practices"
    },
    {
      "date": "Oct 30, 2025",
      "title": "A Complete Guide to Anonymous Proxies and Their Benefits"
    },
    {
      "date": "Oct 29, 2025",
      "title": "Chrome Proxy Settings: How to Configure & Use Them"
    },
    {
      "date": "Oct 29, 2025",
      "title": "Everything You Need to Know About hCaptcha and Why It Matters"
    },
    {
      "date": "Oct 28, 2025",
      "title": "SocksDroid: A Lightweight SOCKS5 Proxy Client for Android"
    }
  ]
}

Tips and Best Practices

  • Be Specific: The more precise your prompt, the better your results. For example, “Extract product name, price, and availability” works better than “Get product info.”
  • Use Cheap Mode for Simple Tasks: When testing or scraping structured pages, Cheap Mode saves tokens.
  • Switch to Super Mode for Accuracy: For messy or dynamic pages, Super Mode ensures better data extraction and faster scraping time.
  • Validate Your Output: Always review your scraped data to confirm accuracy before automating.
  • Retry When Needed: If results look incomplete, adjust your prompt and rerun.