As reasonable of a shot as any other category of person that is only ~5% of the population.
I disagree that it's as simple as that; as OP states, there's an unusually high number of people who wouldn't vote for an atheist for president. E.g., comparing to other groups that represent a single digit percentage of the population,
538 shows that people are more likely to say that they wouldn't vote for an atheist than for someone who is Jewish, Muslim, or gay. In fact, the only group that's more unpopular than atheists in the poll are socialists.