Any such explanation should focus on what is the very high level concept of MCP (which soon gives away that MCP is actually a terrible name for the protocol, it should be Model Tool Protocol or something like that) which is that it is a service that provides tool definitions to a model, and an interface for executing those tools.

Done. That’s almost all you need to know about MCP