<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Mcp on K-Life Hack | Seoul Gastronomy &amp; Travel Guide</title><link>https://klifehack.com/en/tags/mcp/</link><description>Recent content in Mcp on K-Life Hack | Seoul Gastronomy &amp; Travel Guide</description><generator>Hugo -- gohugo.io</generator><language>en</language><lastBuildDate>Sun, 31 May 2026 23:10:20 +0900</lastBuildDate><atom:link href="https://klifehack.com/en/tags/mcp/index.xml" rel="self" type="application/rss+xml"/><item><title>Agent Configuration in GitHub Copilot CLI and Introduction of everything-copilot-cli</title><link>https://klifehack.com/en/p/github-copilot-cli-agent-implementation/</link><pubDate>Sun, 31 May 2026 23:10:20 +0900</pubDate><guid>https://klifehack.com/en/p/github-copilot-cli-agent-implementation/</guid><description>&lt;h1 id="building-multi-ai-orchestration-with-github-copilot-cli-and-everything-copilot-cli"&gt;Building Multi-AI Orchestration with GitHub Copilot CLI and everything-copilot-cli
&lt;/h1&gt;&lt;p&gt;GitHub Copilot CLI provides an agent-oriented workflow that enables autonomous task execution beyond IDE code completion. This article describes the procedures for building professional-grade multi-AI orchestration using everything-copilot-cli, an open-source configuration system.&lt;/p&gt;
&lt;h2 id="1-environment-setup"&gt;1. Environment Setup
&lt;/h2&gt;&lt;p&gt;Before implementing an advanced agent system, the following environment must be established. Runtime environment consistency directly impacts agent stability.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;b&gt;Runtime&lt;/b&gt;: Node.js 18 or higher&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Subscription&lt;/b&gt;: GitHub Copilot (Individual, Business, or Enterprise)&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Shell&lt;/b&gt;: PowerShell 7+ or Bash&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="cli-installation-and-authentication"&gt;CLI Installation and Authentication
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm install -g @github/copilot
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;After installation, verify the version and run the authentication command to link with your GitHub account.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;copilot --version
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Authentication execution&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;copilot /login
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="2-introduction-of-everything-copilot-cli-framework"&gt;2. Introduction of everything-copilot-cli Framework
&lt;/h2&gt;&lt;p&gt;everything-copilot-cli provides a reference architecture suitable for team-scale deployment and complex project management. It includes 8 specialized agent definitions and over 30 skill modules.&lt;/p&gt;
&lt;h3 id="setup-procedures"&gt;Setup Procedures
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;git clone https://github.com/drvoss/everything-copilot-cli.git
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;cd everything-copilot-cli
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm install
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm run setup
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Execute the following validation to confirm configuration integrity.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm run validate
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm test
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="3-agent-system-configuration"&gt;3. Agent System Configuration
&lt;/h2&gt;&lt;p&gt;This framework defines agents using YAML front matter and Markdown. Each agent specializes in a specific role and is assigned an optimal model.&lt;/p&gt;
&lt;h3 id="predefined-agents-and-models-as-of-may-2026"&gt;Predefined Agents and Models (As of May 2026)
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;b&gt;planner / architect / code-reviewer&lt;/b&gt;: Responsible for complex reasoning and design. (Model: &lt;code&gt;claude-sonnet-4.6&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;&lt;b&gt;tdd-guide / build-error-resolver&lt;/b&gt;: Test-driven development and debugging. (Model: &lt;code&gt;gpt-5-mini&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;&lt;b&gt;doc-updater&lt;/b&gt;: Documentation synchronization. (Model: &lt;code&gt;claude-haiku-4.5&lt;/code&gt;)&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="model-selection-strategy"&gt;Model Selection Strategy
&lt;/h3&gt;&lt;p&gt;Use the &lt;code&gt;/model&lt;/code&gt; command during a session to switch models based on task complexity. Optimize resources by assigning the &lt;b&gt;Premium Tier&lt;/b&gt; to architectural design and security audits, and the &lt;b&gt;Economy Tier&lt;/b&gt; to code exploration and repetitive tasks.&lt;/p&gt;
&lt;h2 id="4-skill-modules-and-custom-workflows"&gt;4. Skill Modules and Custom Workflows
&lt;/h2&gt;&lt;p&gt;Skills are reusable workflows activated by specific keywords (triggers).&lt;/p&gt;
&lt;h3 id="convention-check-skill-definition-example"&gt;convention-check Skill Definition Example
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;convention-check&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;description&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Verify team conventions before PR&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;category&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;development&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;triggers&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#39;check conventions&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;verify code style&amp;#39;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;requires_tools&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#39;grep&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;powershell&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;glob&amp;#39;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This skill automates checking for residual &lt;code&gt;console.log&lt;/code&gt; statements, function line count limit violations, and extraction of incomplete &lt;code&gt;TODO&lt;/code&gt; comments.&lt;/p&gt;
&lt;h2 id="5-multi-ai-orchestration-patterns"&gt;5. Multi-AI Orchestration Patterns
&lt;/h2&gt;&lt;p&gt;Implement patterns to use Copilot CLI as a hub for coordinating with other AI models (Claude Code, Gemini, etc.).&lt;/p&gt;
&lt;h3 id="powershell-pipeline-implementation-example"&gt;PowerShell Pipeline Implementation Example
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# review-pipeline.ps1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;param&lt;/span&gt;([&lt;span style="color:#66d9ef"&gt;string&lt;/span&gt;]$Target = &lt;span style="color:#e6db74"&gt;&amp;#39;src/&amp;#39;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$workdir = &lt;span style="color:#e6db74"&gt;&amp;#34;.pipeline/&lt;/span&gt;$(Get-Date -Format &lt;span style="color:#e6db74"&gt;&amp;#39;yyyyMMdd-HHmmss&amp;#39;&lt;/span&gt;)&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;New-Item -ItemType Directory -Force -Path $workdir
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Stage 1: Analysis via Claude Code&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npx @anthropic-ai/claude-code --print &lt;span style="color:#e6db74"&gt;&amp;#34;Analyze &lt;/span&gt;$Target&lt;span style="color:#e6db74"&gt; for bugs&amp;#34;&lt;/span&gt; &amp;amp;gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$workdir&lt;span style="color:#e6db74"&gt;/01-analysis.json&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Stage 2: Security Audit&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$analysis = Get-Content &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$workdir&lt;span style="color:#e6db74"&gt;/01-analysis.json&amp;#34;&lt;/span&gt; -Raw
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npx @anthropic-ai/claude-code --print &lt;span style="color:#e6db74"&gt;&amp;#34;Security audit based on: &lt;/span&gt;$analysis&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; &amp;amp;gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$workdir&lt;span style="color:#e6db74"&gt;/02-security.json&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="6-project-specific-settings-githubcopilot-instructionsmd"&gt;6. Project-Specific Settings: .github/copilot-instructions.md
&lt;/h2&gt;&lt;p&gt;Define Copilot CLI behavior by placing &lt;code&gt;.github/copilot-instructions.md&lt;/code&gt; in the project root. Specify the technology stack, architectural conventions, and test requirements (e.g., 80%+ coverage) here.&lt;/p&gt;
&lt;p&gt;This allows the agent to accurately grasp the project context and execute consistent code generation and reviews. Strict definition is recommended, as convention mismatches cause deployment errors.&lt;/p&gt;</description></item></channel></rss>