A government controlled by a small group of people is called a

city-state

direct democracy

oligarchy

dictatorship

A government controlled by a small group of people is called a oligarchy. Oligarchy is defined as "a form of power structure in which power effectively rests with a small number of people. These people might be distinguished by royalty, wealth, family ties, education, corporate, religious or military control."