It's hard to say, but they can probably handle 25V, at least up to 10nF or so. Up to 100nF or so, maybe up to 20V.
However, even these are uncertain. There is no real way to determine this.
However, some cheap SMD caps are available for $0.01 (maybe in quantities of 50), so it is possible to buy (say) 20 different popular values for less than $10, and you could probably sell half of them, so for $5 you can have a set of SMD caps that will last you a very long time, and you will know their full specs.
A general rule is to to double the rating, e.g. 20V cap on a 10V supply, for a safety margin. For tant, maybe have even more of a margin.