"Booster" engines have actually been applied in the past, JATOs on the 727 for instance, clearly it didn't catch on, for technical, logistical and safety reasons.
For instance... how do you "safely" abort with some rockets at full power attached to the side of your plane?
Sure you can jettison them, but then they pottentially go flying through a terminal full of people.