You can definitely add an icon for them, in both Android and iOS. I'm not sure about mobile Linux, as Firefox has dropped any interest in PWAs on desktop style browsers for some reason, but the most common operating systems let you install web apps straight from the browser.
Web platform is pretty capable to be used for app development, it would save a lot of developer hours to not develop for 3 platforms.