ScrapeGraphAI — AI-Powered Web Scraper

What does ScrapeGraphAI — AI-Powered Web Scraper do?

ScrapeGraphAI uses large language models (LLMs) to intelligently extract structured data from any webpage — no CSS selectors or XPath needed. Just describe what you want in plain English.

This Actor wraps the ScrapeGraphAI cloud API and supports three powerful modes:

• SmartScraper — Extract specific data using a natural language prompt
• Markdownify — Convert any webpage into clean Markdown
• SearchScraper — Search-based scraping using a natural language query

Why use ScrapeGraphAI?

• No fragile selectors — LLM understands page content semantically
• Works on any page — news, e-commerce, SaaS, documentation, blogs
• Three modes — cover extraction, conversion, and search use cases
• Structured JSON output — results stored in Apify Dataset, downloadable as JSON/CSV/Excel

How to use ScrapeGraphAI

1. Get your API key at dashboard.scrapegraphai.com
2. Open this Actor and paste your API key in the ScrapeGraphAI API Key field
3. Choose a mode (SmartScraper, Markdownify, or SearchScraper)
4. Enter the URL and/or a natural language prompt
5. Click Run and get your structured data in seconds

Input

Field	Required	Description
apiKey	✅	Your ScrapeGraphAI API key
mode	✅	smartscraper, markdownify, or searchscraper
url	For smartscraper / markdownify	URL of the page to scrape
prompt	For smartscraper / searchscraper	Natural language description of data to extract

Example input (SmartScraper)

{
  "apiKey": "sgai-...",
  "mode": "smartscraper",
  "url": "https://news.ycombinator.com",
  "prompt": "Extract the top 10 post titles, authors, and point counts"
}

Example input (Markdownify)

{
  "apiKey": "sgai-...",
  "mode": "markdownify",
  "url": "https://docs.apify.com/platform/actors"
}

Output

Results are stored in the Apify Dataset. You can download them as JSON, CSV, Excel, or XML.

Example output (SmartScraper)

{
  "mode": "smartscraper",
  "url": "https://news.ycombinator.com",
  "prompt": "Extract the top 10 post titles and point counts",
  "result": {
    "posts": [
      { "title": "Show HN: My new project", "points": 342 },
      { "title": "Ask HN: Best practices for X", "points": 210 }
    ]
  },
  "scrapedAt": "2026-04-16T12:00:00.000Z"
}

Pricing / Cost estimation

This Actor charges $0.01 per successful scrape (Apify processing fee). ScrapeGraphAI API costs are billed separately on your ScrapeGraphAI account.

Typical run cost: $0.01 per page.

Tips

• SmartScraper works best with specific prompts — "Extract product name, price, and availability" beats "Get info"
• Markdownify is ideal for feeding webpage content into LLM pipelines
• SearchScraper does not require a URL — it finds and scrapes relevant pages automatically

Disclaimer and support

This Actor calls the ScrapeGraphAI API. Usage is subject to ScrapeGraphAI's Terms of Service. Always ensure you have the right to scrape your target websites.

For issues or feature requests, open a ticket in the Issues tab.

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