Mame 139 Rom Set

After loading 20GB worth of MAME Roms onto my Raspberry Pi 3, some of them, naturally, don't launch and I get sent to the RetroArch Menu. Is there anyway of knowing which ones are incompatible in this way? I have got over 8000 Roms on my Raspberry Pi and would like a relatively quick way to eliminate any non-working game without having to go through the entire list and try playing them one by one.

Arcade Punks is a website devoted to home build arcade modders, builders, restorers and those that love the retro gaming scene, we try and interact by supplying links and information of some use - we rely on submitted links from a great team of readers and project owners. I've just updated our entire MAME section to MAME 0.139. There are a number of new titles that have been added with this release, here they are. (set 2) American.

Any help will be very much appreciated,
Cheers,
Josh

Pi Model: Raspberry Pi 3
RetroPie Version: 3.6.0
Built from: SD Image
Controller: Generic SNES USB Controller