Create your first MCP server

This article provides a comprehensive guide to understanding delegates in C#, a crucial concept for any beginner programmer. Delegates are type-safe objects that allow methods to be passed as parameters, stored in variables, and called dynamically, which enhances code flexibility and reusability. By mastering delegates, developers can write cleaner and more efficient code, making this knowledge essential for anyone looking to excel in C# programming.

The article discusses the Open/Closed Principle (OCP) in software development, emphasizing how it allows developers to add new features without altering existing code. This principle is crucial as it helps maintain clean and manageable code, preventing the chaos that often arises from excessive modifications. By mastering OCP, developers can enhance their coding practices, leading to more efficient and scalable software solutions.

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A recent study on category-aware semantic caching for heterogeneous LLM workloads highlights the varying characteristics of different query types. It reveals that code queries tend to cluster closely in embedding space, while conversational queries are more dispersed. This research is significant as it addresses the challenges of content staleness and query repetition patterns, which can greatly affect cache hit rates. Understanding these dynamics can lead to more efficient LLM serving systems, ultimately improving performance and user experience.

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This article serves as a practical guide to the Model Context Protocol (MCP) in Python, detailing how it connects large language models (LLMs) with external tools. It provides step-by-step instructions and real code examples, making it accessible for developers looking to enhance their projects. The availability of the full source code on GitHub adds value, allowing readers to experiment and implement MCP in their own applications. This is significant as it empowers developers to leverage advanced AI capabilities more effectively.

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This article is a helpful guide for anyone looking to create their first MCP server. The author shares their journey of finally putting together useful information after a month of planning. By directing readers to GitHub, they provide access to ready-to-run examples, making it easier for newcomers to understand the structure and code involved. This resource is significant as it empowers users to dive into server creation with practical tools and insights.