scrapegraphai
https://docs.scrapegraphai.com/mcp ↗
Description
The ScrapeGraphAI MCP Server is a production-ready Model Context Protocol (MCP) server that connects Large Language Models (LLMs) to the ScrapeGraph AI API. It enables AI assistants like Claude and Cursor to perform AI-powered web scraping, research, and crawling directly through natural language interactions.
What our measurements say
scrapegraphai is a remote MCP server published at docs.scrapegraphai.com. It has been probed 6 times since 9/10/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 808 ms, a delay an agent will notice. It offers a narrow, focused set of 3 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- submit_feedback tool has a clear purpose for reporting documentation issues
- search_scrape_graph_ai tool provides context for knowledge base queries
Weaknesses
- Tool names are overly verbose and repetitive (e.g., 'scrape_graph_ai' repeated in all names)
- Descriptions are incomplete (second tool's description cuts off mid-sentence)
- No parameter schema details provided in descriptions
- Lack of error handling documentation for all tools
search_scrape_graph_ai— Description lacks parameter details and usage examplesquery_docs_filesystem_scrape_graph_ai— Description is incomplete and cuts off mid-sentencesubmit_feedback— No parameter schema or error handling documentation
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from 'auth-gated' to 'dual' · indicates operational mode shift with full compliance validation
- 2026-09-11T09:28:19.138Z — complianceScore rose from null to 100 · confirms system passed all regulatory checks in dual mode
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 368ms → warm 619ms (penalty 0ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 1.0.0
- Supported versions: — → 2026-07-28
- Era changed: Auth-gated → Dual-era
- Added to watch — era: Auth-gated
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