Summary is a short or encapsulated description of a longer paragraph. It usually contains the basic points of a paragraph.
"I had to deliver a summary of my whole speech later at the gala."
Summery is a derivative of the word summer and is used to describe things relating to the summer.
"The atmosphere is getting more summery by the day."