A new and distinct cultivar of Calibrachoa plant named `Sunbelrichipi`, characterized by its upright and outwardly spreading plant habit; vigorous growth habit; freely branching habit; freely flowering habit; long flowering period; red purple-colored flowers; and good weather tolerance.