MCP CLI provides a command-line interface for the Model Context Protocol, enabling developers to communicate with MCP servers that connect LLMs to external tools and data sources. It integrates with local LLMs via Ollama and the CHUK tool processing stack, offering features like AI virtual memory for extended conversation context management, model-driven execution plans, and multiple operational modes for tool-based LLM interactions.