Nestled on the slope of Munsusan Mountain (alt. 621 m) in Gochang, Jeollabuk-do and Jangseong, Jeollanam-do, Munsusa Temple is located in the area of a dense mountain ridge to the west of Gosu Kiln Site in Gosu-myeon, and Josan Reservoir. The ridge features clean water and a thick forest that has remained uncontaminated due to its isolated location.

The temple's establishment date is uncertain. The temple houses Daeungjeon Hall (Local Tangible Cultural Heritage No. 51) and Munsujeon Hall (Local Tangible Heritage No. 52), as well as Myeongbujeon and Hansanjeon Halls. Daeungjeon is a small building featuring the unique architecture of gable roofing. Visitors will be fascinated by the temple's scenery, boasting valley waters flowing from dense forests. It is particularly beautiful in fall, when the autumn foliage harmonizes well with the colors of the old temple. The temple grounds are surrounded by a colony of maple trees 100 to 400 years old.

The Forest of Maple Trees at Munsusa Temple, Gochang, was designated in 2005 as Natural Monument No. 463. It covers the area from the entrance of Munsusan Mountain to the entrance of Munsusa Temple with nearly 500 maple trees lining the 80 meter-long path.