When I right click on Eval.svc within Visual Studio 2012 and view in browser, I get the following -
Eval.svc
The type \'EvalServiceLibary.Eval\',
In my case I did a "Convert to application" to the wrong folder on iis. My application was set in a subfolder of where it should have been.