Actually it's not Spanish! I've done some research, as I, as a native, didn't know about the term either. This is what I got: It's a word from a Nigerian language, and 'Aguanile Mai Mai' is used to call the saint Oggún. Aguan = clean, Ile = house.
I hope it helped you!