You should be able to get it at a Hardware store in the plumbing section or an Auto Parts store(spark plug silicone lube or grease.) Make sure it doesn't contain petroleum products.
I've been using lightweight silicone lube for airsoft guns. Comes in an eyedropper-like container. When I run out I'll probably hit the hardware store for the cheaper stuff.