ScrapeGraphAI

ScrapeGraphAI is a web scraping API for structured data extraction from websites, with scraping, search, crawling, monitoring, and integrations.

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AI-powered web scraping API

ScrapeGraphAI is a web scraping API and AI-powered data extraction platform for turning websites into structured output. It is positioned for users who need to collect data from webpages without managing proxies, selectors, or ongoing scraper maintenance.

The product exposes endpoints for scraping, extracting, searching, crawling, and monitoring webpages. It also offers SDKs and integrations for Python, JavaScript, CLI workflows, MCP, and several AI and automation tools, so teams can connect web data directly into apps, agents, and internal workflows.

Core capabilities

Scrape to Markdown

Turn a webpage into clean Markdown for documentation, content migration, or LLM context preparation.

Natural-language extraction

Extract structured JSON from a page by describing the schema and the fields you want returned.

Search plus extraction

Search the web and extract fields from the results in a single request, useful for research and monitoring tasks.

Site crawling

Crawl a website and collect structured data from every linked page for site-wide pipelines and audits.

Page monitoring

Watch pages for changes and send updates to a webhook when monitored content changes.

Multiple integration paths

Use the API from Python, JavaScript, CLI, MCP, and supported AI or automation platforms.

Common workflows

Price monitoring
Track prices and inventory on marketplaces or ecommerce sites, then react when monitored values change.
Lead generation
Extract profiles, company contacts, or other lead data from public web pages into a structured format.
Market research
Aggregate reviews, ratings, and sentiment from multiple sources into a research or reporting workflow.
Real estate tracking
Monitor property listings and changes across real-estate sites for new inventory or price updates.
AI assistant and agent workflows
Connect web data to Claude, Cursor, or other AI tools through MCP for agent-driven workflows.

Pros and Cons

Pros

Covers multiple workflow types in one product, including scrape, extract, search, crawl, and monitor.
Supports both developer-first access and integrations with AI and automation tools.
Can return different output formats, including Markdown and structured JSON.
Offers a free tier, monthly plans, enterprise billing, and one-time credit top-ups.
Lists optional proxy rotation and stealth fetch settings for tougher sites.

Cons

The source does not provide detailed documentation here for every endpoint limitation or supported output edge case.
Some capabilities are tied to credit usage and plan tiers, so heavier workloads may require paid usage or higher limits.

FAQ

What does ScrapeGraphAI offer?

ScrapeGraphAI provides API endpoints for scraping, extracting, searching, crawling, and monitoring web content. The homepage shows code examples for curl, Python, and JavaScript, and the integrations page lists SDKs and workflow tools such as Python, JavaScript, CLI, LangChain, CrewAI, LlamaIndex, n8n, Zapier, and Make.

What kinds of outputs can it produce?

The source shows the API can return clean Markdown, structured JSON from extraction prompts, search results with extracted fields, and monitored content changes via webhook. The pricing page also mentions HTML and screenshots in the scrape endpoint.

Does ScrapeGraphAI support team workflows?

The homepage and integrations page show official support for Python SDK, JavaScript SDK, CLI, MCP, and several AI and automation platforms. That makes it suitable for individual developers as well as teams building automated data workflows.

How is ScrapeGraphAI priced?

The pricing page shows a free tier, monthly paid plans, enterprise custom billing, and one-time credit top-ups. It also states that all requests are SOC 2 Type I compliant.

Are proxies required?

The homepage says the API is designed to work without proxies, selectors, or maintenance, but the pricing page also lists optional proxy rotation and stealth-related fetch settings on higher plans or when configured.

Quick Facts

Category: Developer Tool
Primary use: Web scraping and structured data extraction
Platforms: API, Python SDK, JavaScript SDK, CLI, MCP
Integrations: LangChain, CrewAI, LlamaIndex, Agno, Vercel AI, LiteLLM, n8n, Zapier, Make
Pricing: Free tier, paid plans, enterprise billing, and top-up credits
Website: scrapegraphai.com