You are eligible . . . . . . . . the post.

The preposition 'for' usually conveys the reason or cause behind something. In the given context it would mean 'to get'. In the given statement to be appointed in the particular post one needs to be eligible to get it. Thus the eligibility is the requirement for the post. Therefore 'for' is the suitable preposition.