The Screaming Frog SEO Spider is a website crawler that allows users to analyze on-site elements for SEO by crawling website URLs. It identifies issues such as missing or duplicate title tags, meta descriptions, and problems with URL structures, while providing tools to optimize images and extract necessary data for improvements. Users can easily install and run the tool to check for various website errors and implement fixes.