MAME stands for Multiple Arcade Machine Emulator, and currently runs 1800+ classic (and even some not so classic) arcade games! Believe it or not, MAME now even runs Neo Geo Games. There are two version of MAME:

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This is the Windows version of MAME

This is the Windows, Pentium Pro optimized version of MAME