MAME is available as a snap package on the Snap Store, which you can install on Solus, Ubuntu, or Fedora using sudo snap install mame, though MAME developers do not maintain it. For better performance or if issues arise, consider using Flatpak or compiling MAME from source on Solus, as its repositories lack MAME.