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The Agent Toolkit provides a unified interface for AI agents to interact with complex scientific computing environments, eliminating the need for manual scripting and tool-specific knowledge. It offers a collection of Model Context Protocol (MCP) servers, each specialized in handling tasks across HPC resources, diverse scientific data formats like HDF5 and Parquet, and research datasets. This empowers researchers to manage Slurm jobs, analyze scientific data, discover research papers, and visualize results using natural language commands, streamlining scientific workflows with AI assistance.