Where can I find an agency to apply for a patent?

Well, if you want to apply for a patent, you must go to China National Intellectual Property Administration's website to apply. If you want to work in a big office, you'd better find someone who has business contacts with you, or, well, if you want to apply for a high-tech enterprise, you can see if there are any relevant institutions recommended by the local science and technology bureau.