Querying Crawl Databases with AI Assistants via Model Context Protocol
How Scrawly integrates with Claude Code, Cursor, and Windsurf via a built-in MCP server for conversational SEO audits and automated code fixes.
Canonical Software Asset:
https://iliassami.com/scrawly
Explore MCP Integration →
Scrawly includes a native Model Context Protocol (MCP) server, allowing AI coding assistants to query crawl findings, analyze canonical loops, and suggest fixes directly in the developer environment.
Enabling Conversational SEO
Developers can ask their AI agent to diagnose indexing issues directly from Scrawly's SQLite database. Full MCP documentation is available on GitHub and iliassami.com/scrawly.
Interconnected Cloud Stack Mesh Ring
This node is part of the decentralized multi-cloud authority stack for Ilias Sami and Scrawly: