MCP server

ScrapeGraphAI MCP Server

Extract structured data from pages with a prompt, plus smart crawling. Official: built and maintained by ScrapeGraphAI. It runs locally on your machine over stdio. Setup below for 12 clients (checked 2026-10-25). Repo and registry data checked 2026-10-24.
Maintainer
Official · ScrapeGraphAI
Runs
Local (stdio)
GitHub
★ 117, last push 2026-07-17 (checked 2026-10-24)
License
MIT
Registry
io.github.ScrapeGraphAI/scrapegraph-mcp
Connects to
ScrapeGraphAI

Install the ScrapeGraphAI MCP Server

Pick your client. Each tab starts the same local command. Config shapes checked against each client's docs on 2026-10-25.

Run in a terminal. Everything after -- is the command that starts the server. docs

claude mcp add --transport stdio scrapegraphai -- uvx scrapegraph-mcp

Security notes

  • The local server runs with your user's permissions (uvx downloads it from PyPI on first run).
  • It reads web pages, and a page can carry prompt-injection instructions. Keep approval prompts on and use a browser profile without your personal sign-ins.
  • Browser Useofficial · ★ 119k

    An agent that drives a real Chrome to finish tasks: fill forms, click through flows, extract data.

  • Chrome DevToolsofficial · ★ 54k

    Control a live Chrome: performance traces, network requests, console and screenshots for debugging.

  • Playwrightofficial · ★ 39k

    Browser automation through the accessibility tree: click, type, navigate and snapshot pages, no screenshots needed.

  • Skyvernofficial · ★ 23k

    AI browser automation in Skyvern's cloud: navigate, fill forms and pull data from any site.

  • Apifyofficial · ★ 13k

    Run any of thousands of Apify scrapers (Actors) for social media, maps, e-commerce and more.

  • Firecrawlofficial · ★ 7.7k

    Scrape, crawl, map and search websites into clean Markdown or JSON.

  • Bright Dataofficial · ★ 2.7k

    Web search and scraping that gets past blocks and CAPTCHAs, with a free monthly quota.

  • Hyperbrowserofficial · ★ 791

    Scrape, crawl and extract with cloud browsers, plus browser-use and Claude computer-use agents.

FAQ

What does the ScrapeGraphAI MCP Server do?+

Extract structured data from pages with a prompt, plus smart crawling.

Is the ScrapeGraphAI MCP server official?+

Official: built and maintained by ScrapeGraphAI.

How do I add ScrapeGraphAI to Claude Code?+

Run: claude mcp add scrapegraphai -- uvx scrapegraph-mcp. Add --scope project to share it with your team through .mcp.json.

How do I use the ScrapeGraphAI MCP server in Cursor or VS Code?+

Open the Cursor or VS Code tab above: it has the mcp.json entry and a one-click install link. Cursor uses the "mcpServers" key; VS Code uses "servers" and needs a type ("stdio").

Does ScrapeGraphAI work in ChatGPT and claude.ai?+

No: it runs locally over stdio, and ChatGPT and claude.ai only connect to remote servers. Use it in Claude Desktop, Claude Code, Cursor, VS Code or another client that can start a local process.

What are the alternatives to the ScrapeGraphAI MCP server?+

Other browser & web scraping MCP servers: Browser Use, Chrome DevTools, Playwright, Skyvern and Apify.

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