PTFE tape
Yes, if the leak is on a 'screw fitting' PTFE tape is the solution. It's a thin white plastic ribbon that you can buy from any DIY shop (it'll be in the plumbing section).
Wind it onto the thread conector, about seven times, anti-clockwise and screw the female connector on.
It just makes the join tighter and therefore stops any leaks.