Even though this is the documented behavior, it would be nice to be able to call the stop executable without passing in arguments.

This can be done be manipulating the code here:
https://github.com/kohsuke/winsw/blob/7be52c79e4bde53c2d6e92cd4923e95c50264986/src/Core/ServiceWrapper/Main.cs#L298