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HandsAI serves as a reactive microservice, built with Spring Boot 3.2+ and Java 21, designed to empower Large Language Models (LLMs) with the ability to dynamically discover and execute external API tools. It provides a unified interface following the Model-facing Controller Protocol (MCP), enabling LLMs to act upon external data and services. Complementing this, the required Handsai-Bridge facilitates the integration, allowing APIs to function as readily available tools for AI systems, enhancing their capabilities and interaction with the real world. The system also features robust tool management, fault tolerance, intelligent caching, and leverages Java 21's virtual threads for high concurrency.