I mean, CLI tool is also “reusable communication abstraction”, innit?

Tell me how many ways that print help message for a command you have seen and say "reusable" again. Mcp is exactly exists to solve this. The rest is just json rpc with simple key value pairs.

You can probably let llm guess the help flag and try to parse help message. But the success rate is totally depends on model you are using.