Find out the reason of memory leaks

Because our apps are going down from time to time because of OOM, it looks like we have some class loader leaks.
We need to figure out what is the reason for that - whether it's a web server itself, or we reference by some shared server libs or we have some non-daemon threads running, or anything else.