When the moon is directly overhead, you will weigh slightly less.

Yes, this is true, as per the calculation it is said that a person will weigh 0.48g lighter for a 100kg person. When the moon is directly overhead, they are going to weigh 0.5g lighter as the moon attracts you in the same way it attracts water when it makes tides.