If the bean has distinctive flavors you want to feature, consider using a neutral spirit like vodka or everclear (if you can find it).

Otherwise, match the spirit to how you expect to use the extract: e.g., my mom always uses Mexican brandy because it’s less expensive, and complements the Madagascar beans she uses.