The present invention is directed to cyanomethyl derivatives that are inhibitors of cysteine protease, in particular, cathepsin B, K, F, and S and are therefore useful in treating diseases mediated by these proteases. The present invention is directed to pharmaceutical compositions comprising these compounds and processes for preparing them.