The is mostly legacy. The active project is now simply MAME (which has built its own GUI over time). However, the concept remains the same: MAME turns your PC into a time machine for arcade history.
The MAME library is massive—over 7,000 unique titles. However, not all run perfectly. The most popular and well-supported "MAME32 games for PC" include: mame32 games for pc