Egyptian national visiting Hong Kong and wanting to visit Guangzhou

I am an Egyptian national living in UAE I have a trip booked to Hong Kong and I red online that Hong Kong offers short visa stay for tourists wanting to visit Guangzhou and that there is a place in the airport or agencies is this true for Egyptian nationals also my fiancé is British and will be travelling with me as well