my first guess is that you are missing the neo-geo bios. It should be called neogeo.zip in your roms folder.
Other possibilities are that you have the wrong neo-geo bios. There are a few versions floating around.
Also, you could have an old NeoRageX version of the rom.
A database? Hmm, a think ROMcenter was pretty good in the past, don't know about now.