What do I need if I want to traveling to HK from Guangzhou with Chinese passport?

If you go there for sightseeing purpose, you need to first apply for Exit-entry Permit for Travelling to and from HK and Macao and an “endorsement for individual visit” from the relevant Public Security Bureau Office in Guangzhou ahead of your trip. And then you can go there for a visit.