If you right-click on your project and select "Debug As->Local C/C++ Applications" it should start the debugger. I managed to launch the debugger, but gdb doesn't stop at my breakpoints.
If you right-click on your project and select "Debug As->Local C/C++ Applications" it should start the debugger.
Anton