The MCP Solver bridges the gap between Large Language Models (LLMs) and constraint programming by providing a Model Context Protocol (MCP) server that exposes MiniZinc constraint solving capabilities. It enables AI models to create, edit, and validate constraint models, execute solving operations, access and update solution knowledge, and manage solver insights. This integration facilitates the development of AI systems capable of reasoning and problem-solving in structured domains.