You should see the web Part Management page instead of the page itself,
which will list all web parts on the page, open, closed, erroring, and
otherwise. If the page in question already has a query string (e.g.
?name=value) in it, you need to add "&contents=1" (no quotes) instead of
"?contents=1" to the end.