Microsoft introduced Foundry Toolboxes in public preview to solve the operational bottleneck of managing multiple authentication models across various AI agent frameworks. The service provides a unified MCP-compatible endpoint that allows developers to manage credentials centrally while enabling agents to consume tools like web search and code interpreters without per-tool wiring.