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If contributing to The Python Package Index (PyPI) like described on this page, will it automatically be possible to install the package using pip?

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Yes, if you contribute a package to PyPi, it will become available for installation by commands like pip or easy_install.

PS: If you think of using private pypi, look to devpi project - seems very good.

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