If the referer is not set, use fullpath.

app/controllers/sessions_controller.rb

@@ -2,7 +2,14 @@ class SessionsController < Devise::SessionsController
   def new
     if request.referer.present?
-      store_location_for(:redirect, URI(request.referer).path)
+      referer_uri = URI(request.referer)
+      if referer_uri.host == Gitlab.config.gitlab.host
+        store_location_for(:redirect, referer_uri.path)
+      else
+        store_location_for(:redirect, request.fullpath)
+      end
+    else
+      store_location_for(:redirect, request.fullpath)
     end
     super

features/steps/project/redirects.rb

@@ -17,6 +17,7 @@ class Spinach::Features::ProjectRedirects < Spinach::FeatureSteps
   end
   step 'I should see project "Community" home page' do
+    Gitlab.config.gitlab.stub(:host).and_return("www.example.com")
     within '.project-home-title' do
       page.should have_content 'Community'
     end