To systematically assess the rockburst proneness considering specimen shape, multiple groups of laboratory tests were performed on 5 rock materials in cylindrical and cuboid shapes. The linear energy storage (LES) law of both cylindrical and cuboid rock specimens under uniaxial compressive load was confirmed, and the energy storage coefficient was found to be unrelated to specimen shape. On the basis of LES law, two rockburst proneness indexes, namely the strain energy storage index (W et ) and the potential energy of elastic strain (PES), were modified. Subsequently, the W et , PES, peak-strength strain energy storage index (W ) et p , and peak-strength potential energy of elastic strain (PES p ) were used to assess the rockburst proneness of the cylindrical and cuboid specimens. In addition, the fragment ejection course of specimens under test was recorded by a high-speed camera. Then, the rockburst proneness judgments obtained from the 4 indexes were compared with the qualitative data during rock destruction. The results show that, under similar stress conditions, specimen shape has an ignorable effect on the rockburst proneness as a whole. The judgment accuracy of the two modified indexes, especially that of the PES p , is favorably improved to evaluate the rockburst proneness of both cylindrical and cuboid specimens. However, misjudgment of W et p and PES p may still occur in the assessment of rockburst proneness as these two indexes only consider the energy state before rock peak strength and the W et p is formulated in a ratio form.