Celibatory

Of, relating to, or promoting celibacy; designed to support or maintain a celibate lifestyle.

From Latin 'caelebs' (unmarried) + '-atory' suffix (relating to or serving). The '-atory' suffix typically creates adjectives describing purpose or relation, as in 'explanatory' or 'accusatory'.