Robbsia andropogonis causes leaf spots, streaks, or stripes on a wide range of commercially important crops. Here, we present the draft genome sequences of two isolates of R. andropogonis sourced from Sorghum bicolor displaying symptoms of bacterial leaf stripe disease in Australia.