Emacs + Org Mode

Cross platform. Runs and saves text file locally

Can be the simplest task mgmt, or you can go deeper with tags, agenda views etc

If you want to syc it, simply use syncthing or dropbox

If you want to use it on the go, simply use Orgzly (Android) or BeOrg (iPhone)