Chrome still supports MP4 as far as I know. They mentioned dropping support a couple of years ago but didn't.
Firefox is getting MP4 support. Firefox OS and Firefox for Android on some devices has it already. Support on some versions of Windows is in nightly builds hidden behind a preference setting. Linux support is hidden behind a build switch. At some point when these backends are stable they'll be in normal builds.