ScrapeGraph AI is a service that provides AI-powered web scraping capabilities. It offers tools for extracting structured data, converting webpages to markdown, and processing local HTML content using natural language prompts.

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Installation and Setup

Install the required packages: 
pip install langchain-scrapegraph
Set up your API key: 
export SGAI_API_KEY="your-scrapegraph-api-key"

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Tools

See a usage example. There are four tools available: 
from langchain_scrapegraph.tools import (
    SmartScraperTool,    # Extract structured data from websites
    SmartCrawlerTool,    # Extract data from multiple pages with crawling
    MarkdownifyTool,     # Convert webpages to markdown
    AgenticScraperTool,  # Extract specifying steps
    GetCreditsTool,      # Check remaining API credits
)
Each tool serves a specific purpose:
  • SmartScraperTool: Extract structured data from websites given a URL, prompt and optional output schema
  • SmartCrawlerTool: Extract data from multiple pages with advanced crawling options like depth control, page limits, and domain restrictions
  • MarkdownifyTool: Convert any webpage to clean markdown format
  • AgenticScraperTool: Extract specifying steps
  • GetCreditsTool: Check your remaining ScrapeGraph AI credits