In February 2026, Naofumi developed and delivered the Atsurae AI-powered Video Editing MCP server for the punkpeye/awesome-mcp-servers repository. This work involved designing and implementing end-to-end server scaffolding to enable AI-assisted timeline editing, compositing, and rendering within the MCP framework. Leveraging skills in AI development, server architecture, and video editing, Naofumi expanded the repository’s media processing capabilities to support scalable, AI-driven workflows. The project was built using Markdown for documentation and coordination, reflecting a focused engineering effort on integrating AI into media pipelines. The depth of the work is evident in the comprehensive approach to server and workflow design.