Socratic Algo Coach is an open-source Chrome extension that helps competitive programmers learn through guided questioning rather than direct answers. It integrates with platforms like Codeforces and LeetCode, uses OpenAI's API for tutoring, and stores user data locally without backend servers or analytics.