Kelmutiškė is a village in Šilalė District Municipality, in Tauragė County, Lithuania. Kelmutiškė lies at 102 m above sea level. The nearest city is Tauragė, 26 km to the southeast. Among the landmarks around are Church of St. Francis of Assisi, Šilalė (3.6 km), Rubinavo piliakalnis (0.8 km) and Church of the Immaculate Conception, Kvėdarna (12.5 km). Among the natural features are Medvėgalis (24 km) and Šilalė Independence oak (3.6 km).