It depends on the project for me.

If it's a graphical tool a screenshot can help a lot in deciding it of does what I need.

If it's a library a quick code snippet can give me a feel of whether it'll be a good fit for my project

I do tend to agree about the "Developer MySpace" feel of a lot of repos though.