Stable power for LED from 5.5 to 7.5V AC
A simple solution would be a bridge rectifier and linear regulator, with some fairly big smoothing capacitors. The resulting voltage will be quite low though, maybe 3V. A switch mode supply will product whatever voltage you need but is much more complicated, so you might want to try and source a commercial one.