Gurakuqi took part in the uprising in the Malësori uprising in 1911, the uprising in southern Albania in 1912, and in March of that year traveled to Skopje and Gjakova to stir up support for open resistance to Turkish rule and the inclusion of Kosovo in a new Albanian state.