pip installs packages. Python packages.
pip is a replacement for easy_install. It uses mostly the same techniques for finding packages, so packages that were made easy_installable should be pip-installable as well.
If you use virtualenv – a tool for installing libraries in a local and isolated manner – you’ll automatically get a copy of pip. Free bonus!