The phrase "Keep calm!" is a common expression used to advise someone to remain calm and composed in a stressful or chaotic situation. The most appropriate response to this advice would be "Don't get excited!" as it conveys the same message of staying calm and composed. The other options, "Make haste!" and "Shake well before using!" do not align with the context of the phrase "Keep calm!" and are therefore incorrect.