Can you setup a Cron job? When I moved to a dedicated server, I set up a cron job to empty my memory out every hour. We used to have the out of memory issue constantly, but I haven't had it since. As a matter of fact, I don't even think I have gotten into using my Swap since I added this little script.
Cron Job set to run every hour every day. And this command as it looks.