A new and distinct Calibrachoa plant named ‘JGCAL7901’, characterized by its compact, upright to outwardly spreading and mounding to eventually trailing plant habit; moderately vigorous growth habit; freely branching habit; dense and bushy appearance; freely flowering habit; bright yellow and red purple-colored flower petals; and good garden performance.