While there isn't a single book with the complete Cthulhu Mythos, many of H.P. Lovecraft's original works and stories from other authors that have contributed to the mythos are often collected in anthologies or omnibus editions. You may want to look for collections that include a wide range of stories related to the Cthulhu Mythos to get a comprehensive look at the universe.