An advanced Model Context Protocol (MCP) server acting as an operational adjutant for premium LLMs. It autonomously offloads codebase scouting, context pruning, test generation, and compiler triage to cost-effective models (DeepSeek Flash), eliminating context window inflation and cutting token costs in Cursor, open code etc.