Building an EEZYBOTARM MK1
Even if your device is not so heavy, a 9V battery has a maximum practical current draw in the 10s of milliamps. It's not a good choice for operating motors.

A better choice would be AA, C, D, or Lithium-Ion/Lithium-Polymer batteries, wired in series to produce the desired voltage.