Scrapegraph MCP server

by ScrapeGraphAI·io.github.ScrapeGraphAI/scrapegraph-mcp·v1.0.1·114 stars

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AI-powered web scraping and data extraction capabilities through ScrapeGraph API

B80/100grade B

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Safety scan

B80/100

full report

Adoption

Growing

114 stars83 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

Scrapegraph tools (8)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

agentic_scrapper
markdownify
Convert a webpage into clean, formatted markdown.
scrape
searchscraper
sitemap
smartcrawler_fetch_results
Retrieve the results of an asynchronous SmartCrawler operation.
smartcrawler_initiate
smartscraper

Public scan report

scanner v0.1.10 · 2026-09-28 · same rubric, same numbers if you re-run it

no findings

Code scan3 source files scanned25/25
–Live reliabilityno gateway calls yet and no remote to proben/a
–Tool poisoningtools not inspected (local package is not executed); not countedn/a
Auth qualitystatic API keys via environment variables6/15
Maintenancelast push 73 days ago12/15
Maintainer identityregistry namespace matches repository owner; GitHub account older than a year9/10

Overall 80/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

How Scrapegraph compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score: 80/100; higher than 60% of 48,255 servers
Tools: 8; the typical server has 7
Tools that change things: 0%; typical: 0%. Fewer write tools means less an agent can break
GitHub stars: 114; more than 95% of 28,688 servers
Downloads a week: 83; more than 58% of 12,191 servers with a package

What its tools let an agent do: 7 read · 1 change

Install Scrapegraph in Claude Code, Cursor or VS Code

claude mcp add scrapegraph-mcp -- uvx scrapegraph-mcp

Add to Cursor

What the publisher says

From the Scrapegraph repository's README, as published. We do not edit it. Read it on GitHub

ScrapeGraph MCP Server

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.

Key Features
Quick Start
Available Tools
Setup Instructions
Remote Server Usage
Local Usage
Google ADK Integration
Example Use Cases
Error Handling
Common Issues
Development
Contributing

API v2

This MCP server targets ScrapeGraph API v2 (https://v2-api.scrapegraphai.com/api), aligned 1:1 with scrapegraph-py PR #84. Auth uses the SGAI-APIKEY header. Environment variables mirror the Python SDK:

SGAIAPIURL — override the base URL (default https://v2-api.scrapegraphai.com/api)
SGAITIMEOUT** — request timeout in seconds (default 120)
SGAIAPIKEY — API key (can also be passed via MCP scrapegraphApiKey or X-API-Key header)

Legacy aliases (still honored): SCRAPEGRAPHAPIBASEURL for SGAIAPIURL, SGAITIMEOUTS for SGAITIMEOUT.

Key Features

Scrape & extract: scrape (POST /scrape, multi-format), extract (POST /extract, URL + prompt)
Search: search (POST /search; num_results clamped 3–20)
Crawl: Async multi-page crawl with crawlstart / crawlgetstatus / crawlstop / crawl_resume
Schema: schema (POST /schema) — generate or augment a JSON Schema from a prompt
Monitors: Scheduled jobs via monitorcreate, monitorlist, monitorget, pause/resume/delete, monitoractivity (paginated tick history)
Account: credits, history
Easy integration: Claude Desktop, Cursor, Smithery, HTTP transport
Developer docs: .agent/ folder

Migration: v2 → v3

v3 renames every MCP tool that diverged from the v2 API docs. Hard rename, no aliases.

Quick Start

1. Get Your API Key

2. Install with Smithery (Recommended)

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

3. Start Using

Ask Claude or Cursor:

"Convert https://scrapegraphai.com to markdown"
"Extract all product prices from this e-commerce page"
"Research the latest AI developments and summarize findings"

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

Available Tools

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Scrapegraph: common questions

Is Scrapegraph MCP server safe?: Mostly: it is graded B (80/100). Read the Scrapegraph safety report
How do I install Scrapegraph?: It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Scrapegraph need an API key?: Yes. The registry entry asks for SGAI_API_KEY.
Is Scrapegraph maintained?: The last commit was 110 days ago (2026-07-17). The latest release is v1.0.1.
How does Scrapegraph compare with other MCP servers?: safety score 80/100 (higher than 60% of 48,255 servers); tools 8 (the typical server has 7); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.