https://github.com/magefile/mage

Makefiles are hard to read and hard to write.

If you think that, than Golang may be to tough to start with.

easy to customize for multiple operating systems.

But why would you ever want that? You should have on source and cross compile the binaries using GOARCH and GOOS.