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\',
Turns out that the Eval.svc.cs needed its namespace changed to EvalServiceLibary, rather than EvalServiceSite.