There is also the Chenghuang Temple, where Buddhism is popular. The Eight Immortals is a Taoist temple.
The Eight Immortals Temple is relatively easy to find. It is near the Chaoyangmen side of Kangfu Road, just between the two.
Qingliu Temple is near Lv Duan Gate, and the City God Temple also knows that it is on West Street.