WUHAN, China—Chinese doctors who have for months treated patients on the front lines of China’s fight against the new coronavirus offered a sobering assessment of the potential treatments, saying they hadn’t seen clear evidence that drugs such as chloroquine were effective.

One doctor, however, said he saw some promise for Kaletra—an antiretroviral drug for HIV.

In...