Spring AI 1.1 and theModel Context Protocol:Building Production AI AgentsWithout the Python Tax

Spring AI 1.0 shipped in May 2025. The 1.1 follow-up added full MCP integration, 20+ AI model backends, and a…

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Building a Model Context Protocol (MCP) Server with Python

The Model Context Protocol (MCP) provides a structured way for AI models, tools, and external systems to communicate. Instead of…

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Getting Started with the Java Model Context Protocol (MCP) SDK

The rapid growth of AI-powered applications has created a need for standardized ways to connect models with external tools, services,…

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Beyond APIs: The Rise of the Model Context Protocol (MCP)

In recent years, application development has experienced a quiet but fundamental shift. Traditional APIs, once the backbone of interoperability between…

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