Yes, you will be able to play neo geo games but you need to use mame roms. For example, if you want to play King of Fighters 98, you will have to download the mame version and not the Neo Geo version.
Mame games that doesn't have a Neo Geo version won't work. I know it's a bit strange but NeoDS...