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Developers build MCP servers to connect AI agents to tools and data

The Model Context Protocol (MCP) is emerging as a standard for AI agents to interact with external tools and data. Several articles detail how to build MCP servers, ranging from simple Node.js examples to more complex implementations in Java and Python. These servers allow agents like Claude, ChatGPT, and Cursor to call functions, access databases, browse GitHub, and retrieve site content, moving beyond simple web scraping to enable direct, typed API interactions. AI

IMPACT Enables AI agents to interact with real-world data and services, moving beyond hallucination to actionable tool use.

RANK_REASON Multiple articles detail the creation and use of MCP servers, providing technical guides and code examples, fitting the definition of research and development.

Read on Towards AI →

AI-generated summary · Google Gemini · from 20 sources. How we write summaries →

Developers build MCP servers to connect AI agents to tools and data

COVERAGE [20]

  1. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  2. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    3 MCP servers I actually use daily (and how to set them up)

    <p>Not a hype list. These are the three MCP servers I have running right now in Claude Desktop.</p> <h2> 1. Filesystem </h2> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code>mcp-hub <span class="nb">install</span> @modelcontextprotocol/server-filesyste…

  3. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  4. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    3 MCP servers I actually use daily (and how to set them up)

    <p>Not a hype list. These are the three MCP servers I have running right now in Claude Desktop.</p> <h2> 1. Filesystem </h2> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code>mcp-hub <span class="nb">install</span> @modelcontextprotocol/server-filesyste…

  5. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  6. dev.to — MCP tag TIER_1 English(EN) · Umesh Malik ·

    How to Build a Production MCP Server (I Added One to My Site)

    <p>Most sites are built for humans to read and for crawlers to scrape. But the agents showing up now — Claude, ChatGPT, Cursor — don't want your HTML. They want to <em>call</em> you. Parsing a page to extract three facts is wasteful and fragile; calling a typed tool that returns …

  7. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    3 MCP servers I actually use daily (and how to set them up)

    <p>Not a hype list. These are the three MCP servers I have running right now in Claude Desktop.</p> <h2> 1. Filesystem </h2> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code>mcp-hub <span class="nb">install</span> @modelcontextprotocol/server-filesyste…

  8. dev.to — MCP tag TIER_1 English(EN) · Gaurav Kumar Singh ·

    Build a tiny MCP server in JavaScript -Claude, Codex friendly

    <p>TL;DR — Ship a tiny server that exposes tools to LLMs using the Model Context Protocol (MCP). This guide shows a minimal, runnable example, explains each part, and covers common pitfalls (ESM imports, transports, adapters).</p> <h2> Why this matters </h2> <ul> <li>MCP lets mod…

  9. dev.to — MCP tag TIER_1 中文(ZH) · 6000fish ·

    Write an MCP Server in 5 Minutes with Java: I Open-Sourced the MCP Java SDK

    <h1> 用 Java 5 分钟写一个 MCP Server:我开源了 MCP Java SDK </h1> <p>最近 MCP,也就是 Model Context Protocol,越来越多地出现在 AI Agent、Claude、Cursor、Codex 等工具生态里。</p> <p>简单来说,MCP 可以让大模型通过统一协议调用外部工具、访问资源、读取上下文。比如让 Agent 查询数据库、读取 Redis、访问业务系统、执行某些内部工具等。</p> <p>但我在使用和调研 MCP 的过程中发现一个问题:很多 MCP Server 示例都偏 Nod…

  10. dev.to — MCP tag TIER_1 English(EN) · z z ·

    I Built 10 MCP Servers in a Weekend — Here's the Template I Wish I Had Starting Out

    <p>MCP (Model Context Protocol) is everywhere now. Every week there's a new server for GitHub, for databases, for APIs you've never heard of.</p> <p>But when I first started, I spent more time reading docs than writing code. The protocol isn't hard — it's just that every tutorial…

  11. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  12. Towards AI TIER_1 English(EN) · Sourav Ghosh ·

    Build Your Custom MCP Server from Scratch

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/build-your-custom-mcp-server-from-scratch-0309a3065206?source=rss----98111c9905da---4"><img src="https://cdn-images-1.medium.com/max/1672/1*lX2WxzFQh_T_qyPjwwZAtw.png" width="1672" /></a…

  13. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  14. dev.to — MCP tag TIER_1 English(EN) · Željko Šević ·

    Building an MCP server with Node.js

    <p>The <a href="https://modelcontextprotocol.io/" rel="noopener noreferrer">Model Context Protocol (MCP)</a> is an open standard for connecting AI <strong>hosts</strong> (Claude, ChatGPT, Cursor, VS Code, and others) to external <strong>context and actions</strong> through a stru…

  15. dev.to — MCP tag TIER_1 English(EN) · George Forger ·

    How to Build an MCP Server That Actually Gets Used

    <h1> How to Build an MCP Server That Actually Gets Used </h1> <p><em>A technical guide from someone who built 10 of them.</em></p> <p>My <a href="https://dev.to/friendlygeorge/i-built-10-mcp-servers-in-a-week-heres-what-nobody-tells-you-about-distribution-4k38">last post</a> was …

  16. dev.to — MCP tag TIER_1 English(EN) · Michal Szalinski ·

    Build Your Own MCP Server from Scratch

    <p>Every AI agent ships with the same bottleneck: it can only reason over what it can reach. MCP servers dissolve that boundary. They expose tools, resources, and prompts to any compliant client over a JSON-RPC wire format so lean you can implement it in an afternoon. Yet most de…

  17. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  18. dev.to — MCP tag TIER_1 English(EN) · monir zaman ·

    Building Your First MCP Server in Go

    <h1> Building Your First MCP Server in Go </h1> <p>MCP (Model Context Protocol) is the standard that lets LLMs connect to the outside world. By default, your AI assistant is isolated — it can't read your database, call an API, or touch your filesystem. When you build an MCP serve…

  19. dev.to — MCP tag TIER_1 English(EN) · GrahamduesCN ·

    How to build your first MCP server in 10 minutes

    <p>I built my first MCP server last week and it was way simpler than I expected. Here is exactly how, no fluff.</p> <h2> Prerequisites </h2> <ul> <li>Node.js 20+</li> <li>10 minutes</li> </ul> <h2> Step 1: Scaffold </h2> <div class="highlight js-code-highlight"> <pre class="highl…

  20. r/LocalLLaMA TIER_1 English(EN) · /u/vazma ·

    How are you all managing multiple MCP servers on startup?

    <!-- SC_OFF --><div class="md"><p>Hello! I'm using openCode and loading a bunch of different MCP servers at startup. This starts becoming a mess, it eats up tokens and pollutes the context window before I even type a single prompt.</p> <p>How are you all handling this locally? Ar…