This is another thing that was not quite intuitive. The planet view is new, and will take getting used to. In order to see what you can build, you have to click on one of the squares in the planet view. Then the list comes up.
Question: Where can we find what all those resource like things mean (are they indeed resources?)? I would like a good pointer to it. "In the journals" just makes it hard to find.