One MCP simplifies the interaction with AI assistants by unifying multiple MCP servers into a single point of access. Instead of configuring separate servers for different clients, it provides a unified interface, reduces system resource usage, simplifies configuration management, and offers a standardized way for AI models to interact with external tools. It supports dynamic configuration reloading and graceful shutdown, ensuring a streamlined and efficient workflow.