The best MCP servers for web search and data extraction — let AI agents search the web, scrape pages, and pull structured data out of unstructured sources.
Browse all Web Search & Scraping servers →When choosing a Model Context Protocol server for Web Search & Scraping, select verified or official listings if you need strict API security guarantees. For rapid local dev testing with Claude or Cursor, community-maintained tools offer zero-setup configuration blocks ready to copy-paste.
Popular options wrap search APIs and headless scraping. This page ranks web search and extraction servers by real usage so you can pick a proven one.
They can fetch and parse most public pages, but respect each site’s terms of service and robots directives. Some servers add rate limiting and caching to stay polite.
Those backed by a commercial search API (e.g. Brave, Tavily, SerpAPI) need your own key; fully self-contained scrapers usually do not.