ScrapeGraph MCP Server (Official)
Official ScrapeGraph MCP server from ScrapeGraphAI enabling AI agents to perform AI-powered web scraping — extracting structured data from web pages using LLMs, searching and scraping content intelligently, handling JavaScript-rendered pages, and integrating ScrapeGraph's AI-driven web extraction into agent-driven data collection and web research workflows.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
HTTPS enforced. API key auth. GDPR. Official ScrapeGraphAI MCP. Protect API key. Respect web scraping ToS and robots.txt.
⚡ Reliability
Best When
An agent needs to extract structured data from web pages intelligently — especially dynamic/complex pages where traditional scrapers fail and LLM-guided extraction helps.
Avoid When
You need simple static HTML parsing (use BeautifulSoup), or if you're scraping sites that prohibit it — ScrapeGraph adds AI overhead for basic scraping tasks.
Use Cases
- • Extracting structured data from web pages using AI from data collection agents
- • Scraping JavaScript-rendered content with intelligent extraction from research agents
- • Searching and extracting product information from e-commerce monitoring agents
- • Collecting news and article content from media monitoring agents
- • Extracting data from complex web forms and tables from data pipeline agents
- • Building web-based datasets for analysis from data science agents
Not For
- • Teams using Puppeteer or Playwright for basic browser automation (different purpose)
- • Sites that explicitly prohibit scraping (always respect robots.txt and ToS)
- • High-volume scraping requiring separate proxy infrastructure
Interface
Authentication
ScrapeGraph API key from ScrapeGraph dashboard. Single API key for all scraping operations. LLM API key (OpenAI, Anthropic, etc.) may also be required depending on deployment mode.
Pricing
ScrapeGraph has open source (self-hosted) and cloud API options. Cloud API uses credit-based pricing. LLM costs add up for AI-powered extraction. Official MCP from ScrapeGraphAI.
Agent Metadata
Known Gotchas
- ⚠ LLM-powered extraction has non-deterministic output — same URL may return different structure
- ⚠ Latency is high (2-10s) due to LLM processing — not suitable for real-time applications
- ⚠ Credit consumption varies by page complexity — hard to predict cost per extraction
- ⚠ Sites with bot detection will block scraping regardless of AI approach
- ⚠ robots.txt and ToS must be respected — AI scraping doesn't exempt from legal requirements
- ⚠ Official ScrapeGraphAI MCP — newer project, API may evolve
Alternatives
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Scores are editorial opinions as of 2026-03-07.