TheAlgorithms/Python lands at #3 with 219,310 stars, proving algorithmic implementations in pure Python remain a massive reference for bridging theory and practice. The repository covers 200+ algorithms from sorting to machine learning, each with clear code and time-complexity annotations. Its contributions dwarf #2's in educational depth, but its 25% fewer stars than vinta/awesome-python show curated lists edge it in appeal for daily workflow tools.

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