A new and distinct Calibrachoa plant named ‘JGCAL7901’, characterized by its compact, upright to outwardly spreading and mounding to eventually trailing plant habit 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.