In March 2026, Lim developed targeted documentation for the Knowledge & Memory: Semantic Search feature in the punkpeye/awesome-mcp-servers repository. Focusing on AI integration and semantic search, Lim authored a comprehensive README entry that explains how the new feature accelerates knowledge retrieval and memory within Claude Code conversations. The documentation clearly outlines the feature’s scope, usage context, and business value, emphasizing faster and more contextual results for end users. Using Markdown, Lim established a reusable documentation pattern to streamline future feature notes. The work demonstrates depth in aligning technical capabilities with customer outcomes and sets a foundation for future enhancements.