There are some existing drugs that help with the treatment but they don't really stop the infection spreading. Chloroquine / hydroxychloroquine are maybe the most useful.

Probably if they handed some out and told people to take a few as soon as they got a cough + some temperature it would help things. (http://news.southcn.com/nfplus/gdjktt/content/2020-03/09/con...)