ScrapeGraph MCP Server
Official ScrapeGraph MCP server providing AI-powered web scraping and structured data extraction — using LLMs to extract structured information from web pages without brittle CSS selectors.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
HTTPS enforced. No scope granularity. Scraped content should be treated as untrusted input in agent workflows.
⚡ Reliability
Best When
An agent needs to extract structured information from web pages that don't have an API — turning unstructured HTML into clean, usable data.
Avoid When
The target site has an official API — use the API instead of scraping. Also avoid for sites with heavy JavaScript rendering that requires a real browser.
Use Cases
- • Extracting structured data from arbitrary web pages in agent workflows
- • Scraping product information, prices, and reviews at scale
- • Converting unstructured web content to structured JSON for agents
- • Research automation — extracting data from multiple sources
- • Competitive intelligence gathering from web sources
Not For
- • Sites with aggressive bot detection (results may be unreliable)
- • Real-time data requirements (scraping adds latency)
- • Sites prohibiting automated access in their ToS
Interface
Authentication
Single API key. No scope granularity — full API access with one key.
Pricing
LLM-powered scraping has inherent per-request cost due to inference. More expensive than traditional scraping.
Agent Metadata
Known Gotchas
- ⚠ LLM-based extraction is non-deterministic — same URL may return different structures on retry
- ⚠ High latency (2-10 seconds per request) — budget time in agent workflows accordingly
- ⚠ Cannot scrape sites requiring JavaScript execution or login
- ⚠ Structured output schema must be defined in the request — agent must know desired output format
- ⚠ Rate limits not documented — avoid rapid sequential scraping to prevent bans
- ⚠ ToS compliance is the agent operator's responsibility — scraping consent varies by site
Alternatives
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Scores are editorial opinions as of 2026-03-07.