I can confirm this bug in lucid.

Relevant snippets:

$ apt-cache show python-pip | grep -E '^(Package|Version|Depends|Conflicts)'
Package: python-pip
Version: 0.3.1-1ubuntu2
Depends: python, python-central (>= 0.6.11), python-pkg-resources | 
python-setuptools (<< 0.6c8-1)


$ dpkg --get-selections | grep -E '^python-(pip|pkg-resources|setuptools)'
python-pip                                      install
python-pkg-resources                            install


$ apt-cache show python-pkg-resources | grep -E 
'^(Package|Version|Depends|Conflicts)'
Package: python-pkg-resources
Version: 0.6.10-4ubuntu1
Depends: python (>= 2.6), python (<< 2.7), python-central (>= 0.6.11)
Conflicts: python-setuptools (<< 0.6c8-3), python2.3-setuptools (<< 0.6b2), 
python2.4-setuptools (<< 0.6b2)


$ sudo pip install pymazon
Downloading/unpacking pymazon
  Running setup.py egg_info for package pymazon
    Traceback (most recent call last):
      File "<string>", line 3, in <module>
    ImportError: No module named setuptools.command
    Complete output from command python setup.py egg_info:
    Traceback (most recent call last):

  File "<string>", line 3, in <module>

ImportError: No module named setuptools.command

----------------------------------------
Command python setup.py egg_info failed with error code 1
Storing complete log in ./pip-log.txt

-- 
$ pip install <package> fails on missing setuptools
https://bugs.launchpad.net/bugs/556189
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