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Scribe Shared Utilities serves as the backbone for the Scribe plugin suite, offering a centralized repository of 'slop' word lists, sycophantic phrase detection, and vocabulary substitutions. It enables Claude to identify generic AI writing patterns—such as the overreliance on words like 'delve' or 'tapestry'—and provides standardized tools for scoring content quality and detecting file types. By centralizing these patterns, it ensures consistent, high-quality, and human-like output across documentation and coding tasks within the Scribe ecosystem.