The complete guide to AI agent web scraping with wigolo and MCP

Web scraping for AI agents means giving an autonomous agent the ability to search the web, fetch pages, and extract clean, structured data it can act on, typically exposed as tools via the Model Context Protocol (MCP). In my experience, there are two ways to get there. You can run a local-first open-source stack like wigolo on your own machine, or you can call a managed scraping API with a hosted MCP server.