There are lots of different beneficial compounds in mushrooms, but the main ones that we extract and test for are fungal beta-d glucan, triterpene and cordycepin.
Different mushrooms and extraction methods will result in different compounds being present. To check what compounds are in the mushrooms you are interested in, check the label for the supplement facts panel where the active compounds are listed.