What are the top things local tech recruiters look for in a graduate portfolio?

When you are competing against thousands of other students all putting the same generic university calculator or weather app on their github what actually catches an employer's eye? Do they want to see complex data structures clean unit tests or just a really polished user interface that looks like a real product?