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A search for "best open source projects for beginners to contribute to" found this promising hit on top. It seems a good starting point if you're looking beyond a class or tutorial and don't have your own project inspiring you: https://github.com/MunGell/awesome-for-beginners
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.