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2025-12-16
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2026-06-19 06:12 생성
Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
Grace Leung 2025-12-16
Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
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핵심 요약

코딩용으로만 여겼던 Claude Code가 비개발자에게도 강력함을 강조하며, 마케팅 에이전시를 위한 5개 에이전트 AI 작업 팀을 스킬·MCP와 함께 단계적으로 구축하는 과정을 보여준다.

주요 포인트

  • Claude 프로젝트는 사일로화되어 사용자가 직접 조율해야 하지만, Claude Code 에이전트는 같은 워크스페이스·컨텍스트를 공유하고 서로 작업을 자동 인계하며 Claude가 팀 리드 역할
  • 각 에이전트는 마크다운 파일 하나에 역할·지식(스킬)·MCP 도구 3요소를 정의. 충돌 방지를 위해 겹치지 않는 구체적 역할 부여가 핵심
  • 단계별로 5개 에이전트 구축: content strategist(웹 검색·템플릿), presentation specialist(공식 document 스킬·브랜드 컬러), data analyst(GA4 등 MCP로 라이브 데이터·인터랙티브 대시보드), social media specialist(커스텀 branded social visuals 스킬·Notion MCP), SEO content specialist
  • MCP는 로컬 터미널의 mcp add-from-claude-desktop 명령으로 Notion·Ahrefs·GA4 등을 가져와 연결
  • CLAUDE.md에 에이전트 라우팅 규칙을 추가하면 멀티 에이전트 워크플로(리서치→블로그→발표 자료)가 자동 연계되어 일관되게 산출. 약 30분 만에 완료
I use Claude more than any other ai, but even I dismiss Claudee as just for developers and I was wrong after using myself. I am completely sold, and this is too powerful to ignore if you want to use AI to build system and do work for you end to end, not just chatting and copy pasting. So in this video I'll share how to get started with Claude code, even if you don't use it for coding and most importantly, how to use it to build an AI work team and system that you can actually use. Let's go. So why Claude Code is even needed if Claude is already so powerful. So most people use Claude projects with custom instructions to turn Claude into AI agents. But they are siloed. You end up copy and pasting between them. You are the coordinator. But with Claude code it's different. So these Claude agents share the same workspace, access to the same context file. They can talk to each other and hands off work automatically each with their own token context window. And Claude now becomes the team lead. You give the direction they execute together and that is what we are building today. So each of these Claude Code agents you create needs at least three core components all defined in one single markdown file. Their role and responsibilities, their knowledge like workflow details, reusable Claude agent skills, the MCP tools that they have access to. For this demo, we'll be building a five agent work team. And Claude, our main agent, will act as our team lead to coordinate between these agent. A bonus tip is when designing your AI teammate, give them specific and non-overlapping roles to minimize the potential conflicts. Now to get started with Claude Code there are four main ways to assess it. First, the local terminal, this is the raw method and will give you the best experience. Luckily Anthropic just launched a native installer, so which makes it really easy to install. I'll put the official line below. and second IDE extension. So you can add Claude code to IDE like VS Code or Cursor and let you run the Claude code and see the project file structure side by side. Third, the Claude web app where you can click the code tab and run the Claude code in the Cloud, but it requires you linking to a GitHub repository. and fourth Claude desktop app, which has Claude code built in. And this is what we'll be using today. Now, whatever way you choose, I still highly recommend installing Claude code through the terminal first, because the terminal gives you the Because the terminal gives you most complete experience, all the commands and features work fully, Since we are running Claude locally so the first thing is to set up a local project folder. So think of it like a dedicated workspace for Claude Code. So let's say I run a marketing agency and I'm setting up the team system. So let's create a folder called marketing team, and then I highly recommend to include all useful business context about this agency brand. Then access Claude code using whatever method that you choose. So for our case, we will use Claude desktop application. So navigate to Claude code, pick local as the environment, and then pick the folder we just create. Now, before we even create any agents, the very first step is to initiate this project by creating a Claude.MD file. So this is just like a project system prompt. It gives all the important context to Claude about what it should know. So ask Claude to read the business context file and create a Claude.MD file, and to build the necessary folder structure. So immediately, Claude has created all the folders for this agency brand, and we can even open up an IDE to double check all the folders and the Claude.MD file. All right, now let's build our first teammate, the content strategist. So this is the simplest version, no Claude skills, no MCP tools, just the basic context file. A key features of Claude code is the slash command, so you can type slash to trigger these built-in shortcuts. And there are lots of them and most of them are really for coding purpose, so I won't go through them one by once today. But for agent creation, we need the CLI terminal because the Agent commands is not fully support in the chat interface yet. So first type Claude just to initiate a session. So this way you can trigger the terminal and don't be scared. Basically this is just a raw session for Claude code, and a chat interface is just like a wrapper, now type slash agents to trigger the built-in Claude agent configuration. Then select, create new agent. Pick project level agent. As this agent is for this project only then pick generate with Claude. So here you can describe what this agent will do. So in our case, this is a content strategist agent that will do web search and prepare content research documents in MD files. Then select the tools, default Claude model color for this agent to use. And now we're done. We have create our first Claude agents for this work team. And whenever you want to call this agent, just tag this a