A cassette for an object counting and dispensing system includes a base and a stepped side wall which together define a central open reservoir portion and at least one peripheral covered tray portion having an exit. Each cassette is adapted to feed and guide a range of sizes and shapes of tablets toward the exit. Only a few standard sizes of cassettes are needed to accommodate all discrete objects, e.g., tablets and capsules.