ScrapeGraph AI is an AI-powered web scraping and data extraction platform that enables intelligent extraction of structured data from websites using natural language prompts. Key capabilities of ScrapeGraph AI: - **AI-Powered Web Scraping**: Extract specific data from web pages using natural language prompts, with intelligent parsing of HTML into structured JSON or custom schemas. - **Markdown Conversion**: Transform entire web pages into clean, structured markdown format for easy consumption. - **Multi-Page Crawling**: SmartCrawler asynchronously crawls websites with configurable depth and page limits to extract data across entire site structures. - **Web Search Integration**: Execute AI-powered web searches and retrieve structured results from across the internet. - **Browser Automation**: Full JavaScript rendering support and infinite scroll handling for dynamic, JavaScript-heavy websites. - **Enterprise Reliability**: Production-grade error handling, timeout management, and async processing for robust performance at scale. The service integrates seamlessly with Claude Desktop, Cursor, and any MCP-compatible client, requiring only an API key from the ScrapeGraph dashboard to get started.

ScrapeGraph MCP Server

[](https://opensource.org/licenses/MIT) [](https://www.python.org/downloads/) [](https://smithery.ai/server/@ScrapeGraphAI/scrapegraph-mcp)

A production-ready Model Context Protocol (MCP) server that provides seamless integration with the ScrapeGraph AI API. This server enables language models to leverage advanced AI-powered web scraping capabilities with enterprise-grade reliability.

[](https://scrapegraphai.com/?utm_source=github&utm_medium=readme&utm_campaign=api_banner&utm_content=api_banner_image)

Table of Contents

Key Features

Quick Start

1. Get Your API Key

Sign up and get your API key from the ScrapeGraph Dashboard

2. Install with Smithery (Recommended)

npx -y @smithery/cli install @ScrapeGraphAI/scrapegraph-mcp --client claude

3. Start Using

Ask Claude or Cursor:

That's it! The server is now available to your AI assistant.

Available Tools

The server provides 8 enterprise-ready tools for AI-powered web scraping:

Core Scraping Tools

#### 1. markdownify Transform any webpage into clean, structured markdown format.

markdownify(website_url: str)

#### 2. smartscraper Leverage AI to extract structured data from any webpage with support for infinite scrolling.

smartscraper(
    user_prompt: str,
    website_url: str,
    number_of_scrolls: int = None,
    markdown_only: bool = None
)

#### 3. searchscraper Execute AI-powered web searches with structured, actionable results.

searchscraper(
    user_prompt: str,
    num_results: int = None,
    number_of_scrolls: int = None,
    time_range: str = None  # Filter by: past_hour, past_24_hours, past_week, past_month, past_year
)

Advanced Scraping Tools

#### 4. scrape Basic scraping endpoint to fetch page content with optional heavy JavaScript rendering.

scrape(website_url: str, render_heavy_js: bool = None)

#### 5. sitemap Extract sitemap URLs and structure for any website.

sitemap(website_url: str)

Multi-Page Crawling

#### 6. smartcrawler_initiate Initiate intelligent multi-page web crawling (asynchronous operation).

```python smartcrawler_initiate( url: str, prompt: str = None, extraction_mode: str = "ai", depth: int = None, max_pages: int = None, same_domain_