Kyle developed and integrated the Semantic Text Decomposition Tool, decompose-mcp, within the punkpeye/awesome-mcp-servers repository over a one-month period. This tool decomposed text into semantic units, enhancing the accuracy of data extraction and improving the relevance of search results. Kyle’s approach leveraged skills in data extraction, semantic analysis, and text processing, utilizing Markdown as the primary language for implementation. By embedding decompose-mcp into the existing Search & Data Extraction workflow, Kyle enabled more precise analytics and facilitated downstream tooling. The work demonstrated a focused, technical solution to extracting structured meaning from unstructured text, addressing a clear workflow need.