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The Feature Verification skill provides a rigorous framework for evaluating open-source projects and software frameworks without the risk of false differentiation. By utilizing standardized terminology mapping, searching for architectural equivalents, and following a structured search protocol across documentation and repositories, it prevents common pitfalls like confirmation bias and marketing-language confusion. This tool is essential for developers and architects creating feature matrices, performing requirements alignment, or conducting technical due diligence on competing technologies.