A replacement church was built between 1831 and 1836 and financed by Jan Josef Count Seilern, the owner of the Kralice domain.
A village by the name of Trpenovice (now known as Trpinky), with a written history dating back to 1349, was combined with Vrahovice in 1466.
The village experienced significant development during the interwar period, during the tenure of mayor Josef Stříž, when roads to Prostějov and Vrbátky and a new city hall were built.
During World War II, occupying Nazi forces built an observation point on the hill above Vrahovice to monitor the railway.
After World War II, there was an internment camp in the village for Germans from the Prostějov region awaiting transfer to Germany.
[9] Other important local buildings include a monument to the Czechoslovak Legions, an 18th-century Roman Catholic vicarage, an 18th-century statue of Saint Florian, and a brick factory built at the beginning of the 20th century.
Jiří Bigas wrote a book, Vrahovice 119, about a village in the Sudetenland after the World War II.