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This article discusses the functionality and capabilities of AlphaPept, an open-source software for proteomic data analysis. It also highlights the benefits of collaborative software engineering and the use of robust design principles. The article emphasizes the potential for increased code quality and encourages contribution and testing from a diverse background.