Provides foundational word lists, scoring systems, and utility functions for detecting and eliminating AI-generated writing patterns.
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.
Key Features
01Automated vocabulary substitution mapping
02Content quality scoring and rating thresholds
03Intelligent file type and content detection
04130 GitHub stars
05Multi-tier AI 'slop' word detection lists
06Identification of sycophantic phrases and vapid openers
Use Cases
01Standardizing content quality checks across documentation workflows
02Filtering repetitive AI-isms from technical writing and READMEs
03Implementing automated style enforcement based on predefined scoring constants