It depend on the weapon.
If the weapon is located in the simple,martial or superior melee weapons table then yes you can.
Examples are
Javelins, Daggers, Hand-Axes.
If it's only in the missile weapons table (shuriken is the only one that springs to mind) then you can't.
So you're fine to use...