What is the normal height of component leads?

The document 'IPC-A-610 Acceptability for Electronic Assemblies' is the document that is widely used in the electronics industry for the inspection of PCBs.
The IPC will sell you a copy of the latest version (revision J).

I found an older version (revision F) that can be downloaded free here.