The effects of a Free Trade agreement are +5% to colony income and +5% to colony research.
They are bonuses given to the recipient, so if you offer a faction a free trade agreement, they will get the bonus, not you.
I'm not sure why you can have multiple, and I haven't checked to see if they stack to be honest, I'll have to try to remember to look sometime. 