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Content warning: Open Source Contribution

I can speak from my own experience at #Friendica and here's what we need the most:

  1. User-facing documentation with step-by-step how-tos, several features are de facto hidden because there's no specific display for them, like the built-in RSS reader.
  2. Interface translation, especially since we keep adding new strings to translate.
  3. Detailed bug reports with clear reproduction steps.
  4. Frontend development. We're mostly a backend-orientated team, which means we implemented federation with several decentralized social media protocols but there still isn't a convenient way to add an image to a post.

As you can see, actual programming is pretty low on the list, there are several areas where non-programmers can intervene and are very welcome to do so.