NIST has a handy reference tool for physical constants and SI units. There is also another extensive reference guide on SI units that is available in html or pdf.
Update: An extensive listing of fundamental physical constants can be generated and downloaded in pdf format.
Update: An extensive listing of fundamental physical constants can be generated and downloaded in pdf format.