Bond order, whether it has more bonding or anti-bonding characteristic, covalent or ionic characteristic, resonance for multiple bonds, things like that.
Keep in mind, for that picture the n is NOT the principle quantum number, it is a quantum number that deals with the vibration of the bond. That is one thing that can be difficult with quantum physics, no one uses the same terminology twice, it seems. No, the principle quantum number is basically whether it is an electron in the s shell, p shell, etc. On the graph, it is showing the energy as vibrational frequency increases.
For example, lets thing of H-Cl gas. At n=0 it vibrates somewhat and has a relatively low energy (no bonded species can ever NOT be vibrating, for various reasons), if we excite the H-Cl molecule with light, it might go to the n=1 energy level, corresponding to a vibrational frequency of 1589.95 wavenumbers (I think this is correct, could be plus or minus 20 wavenumbers. Immaterial really, I just want to get the point across). Because energy is quantized, the H-Cl molecule only has specific frequencies it can vibrate at, so each "n" refers to an energy level corresponding with one of these allowed frequencies. If the molecule is vibrating at the n=3 frequency for example, you can think of it sliding up and down the walls of the potential energy surface--i.e. it does not have a constant potential energy, it just has an average value that is extremely reliable.
Now, the bottom of the potential well CAN be less deep for atoms whose valence electrons have higher principle quantum numbers, but this is not always the case, per se. A good way to think of it is the spring example. If you have two light weights and a normal spring, things behave pretty normally, but if the weights are heavier, then you start seeing the effects of inertia, and so on. Basically, the bond is easier to break in almost all cases, but there are exceptions.