The temple dates from around the time of the village's upgrade to a city in 1874. One of the huge chedis contains the ashes of a revered monk that were bought from Burma by two devotees. The other houses the ashes of Mae Hong Son's first governor, Phaya Singhanat Racha.

Behind the two chedis, nestled into the base of the crown of the hill, is the large rambling open-fronted wiharn containing the altar.

A steep road leads further up to the crown of the hill where the ubosot is located. In front of the ubosot is a large slender standing Buddha image. A small chedi and several cenotaphs stand next to the ubosot. In front of the standing Buddha, a boat rowed by two monks and two lay people carries the Buddhist wheel. The view from the top of the hill is quite spectacular. Off to one side of the road to the top is a parking area lined with souvenir stalls.

Reaching the temple on foot means taking one of two paths. From Wat Phra Non, a stairway leads halfway up the hill and then joins the other path which starts at Wat Muo Taw. This second path is a little easier, as it consists mostly of a zig-zag of ramps with only short stairways at the switch-backs. There are also covered rest stops at each corner.