Hi,
This issue may occur when the first debug is launched by clicking on the debug button and there was no debug configuration launched previously - Eclipse creates a new generic GDB configuration which is missing some important paths/settings required to run GDB client.
I'd suggest you to go the Debug Configuration dialog select correct debug configuration and press debug:

Hope it helps.
Stan