Shrimp Task Manager is a Model Context Protocol server designed for AI agents and coding assistants. It converts natural language instructions into structured development tasks with dependency tracking, enabling AI systems to maintain context across sessions and iteratively refine solutions. The tool emphasizes chain-of-thought reasoning and style consistency, allowing AI coding assistants like Claude Code to handle complex multi-step development workflows.