Is there an online/web interface to search and list apt-get packages and see summaries and recommendations?

Such a thing already exists for Ubuntu:

https://apps.ubuntu.com/

You can browse by category and search for packages using the web interface. Each application also displays its rating and any reviews it has received - just like the Software Center in Ubuntu.

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If it doesn't need to be web based, there are various programs that do this (arranged in order of purdiness):

  1. The classic: synaptic, you just need to click on the "Sections" button on the bottom left to browse by section. Should work on all Debian based distros and as far as I know is installed by default on all of them as well. You can get Ubuntu debs (which should work for Mint as well) here. No ratings or reviews.

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  2. Ubuntu software center, installed by default on Ubuntu systems, but can also be installed on other Debian-based distros. Offers ratings and reviews where available.

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  3. Mint software manager (mintinstall), installed by default on Mint systems (including Linux Mint Debian) but can also be installed on other Debian-based distros. enter image description here

    It offers ratings and reviews when available.

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