The Model Context Protocol CLI allows users to communicate with MCP servers, providing a command-line interface to send commands, query data, and interact with server resources. It supports dynamic tool and resource exploration, and integrates with providers like OpenAI and Ollama, allowing users to specify different models for their interactions.