<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Claude-Code on Yarang's Tech Lair</title><link>https://blog.agentthread.dev/tags/claude-code/</link><description>Recent content in Claude-Code on Yarang's Tech Lair</description><generator>Hugo -- gohugo.io</generator><language>en</language><lastBuildDate>Sun, 03 May 2026 01:00:00 +0900</lastBuildDate><atom:link href="https://blog.agentthread.dev/tags/claude-code/index.xml" rel="self" type="application/rss+xml"/><item><title>Building a Blog AI Auto-Comment System (1/3) — Architecture and Implementation</title><link>https://blog.agentthread.dev/post/ai-auto-comment-system-part1-architecture/</link><pubDate>Sun, 03 May 2026 01:00:00 +0900</pubDate><guid>https://blog.agentthread.dev/post/ai-auto-comment-system-part1-architecture/</guid><description>&lt;h2 id="overview"&gt;Overview
&lt;/h2&gt;&lt;p&gt;I built a system where AI automatically responds to blog comments. When a reader leaves a comment on a blog post, the AI assistant analyzes the post context and automatically generates a technically accurate yet friendly reply.&lt;/p&gt;
&lt;p&gt;This series consists of three parts:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Part 1 (This post)&lt;/strong&gt;: Overall architecture design and core code implementation&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Part 2&lt;/strong&gt;: File-based authentication, permission management, security hardening&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Part 3&lt;/strong&gt;: systemd deployment, nginx proxy, troubleshooting&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="system-architecture"&gt;System Architecture
&lt;/h2&gt;&lt;h3 id="overall-data-flow"&gt;Overall Data Flow
&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Reader writes a comment
&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;[giscus] → Creates a comment on GitHub Discussions
&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;[GitHub Webhook] → Sends HTTP POST
&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;[nginx reverse proxy] → Header forwarding
&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;[Flask Worker] → Signature verification → Comment analysis
&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;[Claude Code CLI] → Generates AI response
&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;[GitHub GraphQL API] → Posts reply to Discussion
&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;[giscus] → Displays reply on blog
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The key point in this architecture is that &lt;strong&gt;giscus uses GitHub Discussions as a comment storage&lt;/strong&gt;. Therefore, we can receive new comment events via GitHub Webhook and post responses using the same GitHub API.&lt;/p&gt;
&lt;h3 id="components"&gt;Components
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Component&lt;/th&gt;
					&lt;th&gt;Role&lt;/th&gt;
					&lt;th&gt;Technology&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;giscus&lt;/td&gt;
					&lt;td&gt;Blog comment widget&lt;/td&gt;
					&lt;td&gt;Based on GitHub Discussions&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;GitHub Webhook&lt;/td&gt;
					&lt;td&gt;Event delivery&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;discussion_comment&lt;/code&gt; event&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;nginx&lt;/td&gt;
					&lt;td&gt;Reverse proxy&lt;/td&gt;
					&lt;td&gt;Header forwarding, SSL termination&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Flask Worker&lt;/td&gt;
					&lt;td&gt;Webhook receiving and processing&lt;/td&gt;
					&lt;td&gt;Python, Flask, Flask-Limiter&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Claude Code&lt;/td&gt;
					&lt;td&gt;AI response generation&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;--print&lt;/code&gt; mode CLI call&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;GitHub GraphQL&lt;/td&gt;
					&lt;td&gt;Response posting&lt;/td&gt;
					&lt;td&gt;Mutation API&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="giscus-configuration"&gt;giscus Configuration
&lt;/h2&gt;&lt;p&gt;To integrate giscus into a Hugo blog, the following configuration is required in &lt;code&gt;hugo.toml&lt;/code&gt;:&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-toml" data-lang="toml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#a6e22e"&gt;params&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; [&lt;span style="color:#a6e22e"&gt;params&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;comments&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;enabled&lt;/span&gt; = &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;provider&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;giscus&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; [&lt;span style="color:#a6e22e"&gt;params&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;comments&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;giscus&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;repo&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;yarang/blogs&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;repoId&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;YOUR_REPO_ID&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;category&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;General&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;categoryId&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;YOUR_CATEGORY_ID&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;mapping&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;pathname&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;strict&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;reactionsEnabled&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;emitMetadata&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;inputPosition&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;bottom&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;lang&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;ko&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;theme&lt;/span&gt; = &lt;span style="color:#e6db74"&gt;&amp;#34;noborder_gray&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;code&gt;mapping = &amp;quot;pathname&amp;quot;&lt;/code&gt; maps Discussions based on the post URL path. This creates an independent Discussion for each blog post.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="github-webhook-configuration"&gt;GitHub Webhook Configuration
&lt;/h2&gt;&lt;p&gt;In the GitHub repository Settings &amp;gt; Webhooks:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Payload URL&lt;/strong&gt;: &lt;code&gt;https://your-domain/webhook&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Content type&lt;/strong&gt;: &lt;code&gt;application/json&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Secret&lt;/strong&gt;: Secret for HMAC-SHA256 signature (covered in detail in the security post)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Events&lt;/strong&gt;: Select &lt;code&gt;Discussion comments&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The Webhook sends a &lt;code&gt;discussion_comment&lt;/code&gt; event to the Flask worker whenever a comment is created.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="flask-worker-implementation"&gt;Flask Worker Implementation
&lt;/h2&gt;&lt;h3 id="project-structure"&gt;Project Structure
&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;auto-comment-worker/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── scripts/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── auto-comment-worker.py # Main worker
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── deploy/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── auto-comment-worker.service # systemd service
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── venv/ # Python virtual environment
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;└── logs/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; └── audit.log # Audit log
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="core-dependencies"&gt;Core Dependencies
&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;from&lt;/span&gt; flask &lt;span style="color:#f92672"&gt;import&lt;/span&gt; Flask, request, jsonify
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;from&lt;/span&gt; flask_limiter &lt;span style="color:#f92672"&gt;import&lt;/span&gt; Limiter
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;from&lt;/span&gt; flask_limiter.util &lt;span style="color:#f92672"&gt;import&lt;/span&gt; get_remote_address
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;from&lt;/span&gt; marshmallow &lt;span style="color:#f92672"&gt;import&lt;/span&gt; Schema, fields, validate, ValidationError
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Flask&lt;/strong&gt;: Provides Webhook endpoints as a lightweight web framework&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Flask-Limiter&lt;/strong&gt;: Prevents abuse with rate limiting (10 times per minute)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;marshmallow&lt;/strong&gt;: Safe data parsing via request schema validation&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="webhook-endpoint"&gt;Webhook Endpoint
&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;@app.route&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#39;/webhook&amp;#39;&lt;/span&gt;, methods&lt;span style="color:#f92672"&gt;=&lt;/span&gt;[&lt;span style="color:#e6db74"&gt;&amp;#39;POST&amp;#39;&lt;/span&gt;])
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;@limiter.limit&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;10 per minute&amp;#34;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;github_webhook&lt;/span&gt;():
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;Receives GitHub Webhook&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;# 1. Signature verification&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; signature &lt;span style="color:#f92672"&gt;=&lt;/span&gt; request&lt;span style="color:#f92672"&gt;.&lt;/span&gt;headers&lt;span style="color:#f92672"&gt;.&lt;/span&gt;get(&lt;span style="color:#e6db74"&gt;&amp;#39;X-Hub-Signature-256&amp;#39;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; &lt;span style="color:#f92672"&gt;not&lt;/span&gt; verify_webhook_signature(request&lt;span style="color:#f92672"&gt;.&lt;/span&gt;data, signature):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; log_audit(&lt;span style="color:#e6db74"&gt;&amp;#39;SIGNATURE_INVALID&amp;#39;&lt;/span&gt;, {&lt;span style="color:#e6db74"&gt;&amp;#39;ip&amp;#39;&lt;/span&gt;: request&lt;span style="color:#f92672"&gt;.&lt;/span&gt;remote_addr})
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; jsonify({&lt;span style="color:#e6db74"&gt;&amp;#39;status&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;unauthorized&amp;#39;&lt;/span&gt;}), &lt;span style="color:#ae81ff"&gt;401&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;# 2. Request schema validation&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; schema &lt;span style="color:#f92672"&gt;=&lt;/span&gt; WebhookSchema()
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;try&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; payload &lt;span style="color:#f92672"&gt;=&lt;/span&gt; schema&lt;span style="color:#f92672"&gt;.&lt;/span&gt;load(request&lt;span style="color:#f92672"&gt;.&lt;/span&gt;json)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;except&lt;/span&gt; ValidationError &lt;span style="color:#66d9ef"&gt;as&lt;/span&gt; err:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; jsonify({&lt;span style="color:#e6db74"&gt;&amp;#39;status&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;invalid&amp;#39;&lt;/span&gt;}), &lt;span style="color:#ae81ff"&gt;400&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;# 3. Extract and filter comment information&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; comment &lt;span style="color:#f92672"&gt;=&lt;/span&gt; payload&lt;span style="color:#f92672"&gt;.&lt;/span&gt;get(&lt;span style="color:#e6db74"&gt;&amp;#39;comment&amp;#39;&lt;/span&gt;, {})
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; discussion &lt;span style="color:#f92672"&gt;=&lt;/span&gt; payload&lt;span style="color:#f92672"&gt;.&lt;/span&gt;get(&lt;span style="color:#e6db74"&gt;&amp;#39;discussion&amp;#39;&lt;/span&gt;, {})
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; original_author &lt;span style="color:#f92672"&gt;=&lt;/span&gt; comment&lt;span style="color:#f92672"&gt;.&lt;/span&gt;get(&lt;span style="color:#e6db74"&gt;&amp;#39;user&amp;#39;&lt;/span&gt;, {})&lt;span style="color:#f92672"&gt;.&lt;/span&gt;get(&lt;span style="color:#e6db74"&gt;&amp;#39;login&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;User&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;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;# Ignore if it&amp;#39;s the blog owner&amp;#39;s comment&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; _is_blog_owner(original_author):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; jsonify({&lt;span style="color:#e6db74"&gt;&amp;#39;status&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;owner_comment_ignored&amp;#39;&lt;/span&gt;}), &lt;span style="color:#ae81ff"&gt;200&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;# Ignore if AI generated comment (prevent infinite loop)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; _is_ai_generated_comment(comment&lt;span style="color:#f92672"&gt;.&lt;/span&gt;get(&lt;span style="color:#e6db74"&gt;&amp;#39;body&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;&amp;#39;&lt;/span&gt;)):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; jsonify({&lt;span style="color:#e6db74"&gt;&amp;#39;status&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;ai_comment_ignored&amp;#39;&lt;/span&gt;}), &lt;span style="color:#ae81ff"&gt;200&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;# 4. Generate and post AI response&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; discussion_graphql_id &lt;span style="color:#f92672"&gt;=&lt;/span&gt; get_discussion_graphql_id(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; repo_owner, repo_name, discussion_number
&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; context &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;f&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Title: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;discussion_title&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\n\n&lt;/span&gt;&lt;span style="color:#e6db74"&gt;Content: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;discussion_body&lt;span style="color:#e6db74"&gt;}&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; reply &lt;span style="color:#f92672"&gt;=&lt;/span&gt; analyze_comment(context, comment_body)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; post_reply_graphql(discussion_graphql_id, comment_body, original_author, reply)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The core flow consists of 4 steps:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Signature verification&lt;/strong&gt;: Verifies if the request came from GitHub using HMAC-SHA256&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Schema validation&lt;/strong&gt;: Validates payload structure with marshmallow&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Filtering&lt;/strong&gt;: Ignores comments from the blog owner and the AI itself (prevents infinite loops)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Response&lt;/strong&gt;: Generates AI response with Claude Code and posts via GraphQL API&lt;/li&gt;
&lt;/ol&gt;
&lt;h3 id="preventing-infinite-loops"&gt;Preventing Infinite Loops
&lt;/h3&gt;&lt;p&gt;If AI responds to a comment created by AI, it will fall into an infinite loop. To prevent this, we use marker-based detection:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;_is_ai_generated_comment&lt;/span&gt;(body: str) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; bool:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;Identifies if the comment was generated by AI&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ai_markers &lt;span style="color:#f92672"&gt;=&lt;/span&gt; [
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;🤖 AI Assistant&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;AI Assistant&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;AgentForge&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;Automatically generated by Claude Code&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;was automatically generated&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;span style="display:flex;"&gt;&lt;span&gt; body_lower &lt;span style="color:#f92672"&gt;=&lt;/span&gt; body&lt;span style="color:#f92672"&gt;.&lt;/span&gt;lower()
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; any(marker&lt;span style="color:#f92672"&gt;.&lt;/span&gt;lower() &lt;span style="color:#f92672"&gt;in&lt;/span&gt; body_lower &lt;span style="color:#66d9ef"&gt;for&lt;/span&gt; marker &lt;span style="color:#f92672"&gt;in&lt;/span&gt; ai_markers)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;When posting the AI response, you must include one of these markers in the body:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;body &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;f&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;---
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;**🤖 AI Assistant**
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;safe_reply&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;*This comment was automatically generated by AgentForge + Claude Code.*
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="calling-claude-code-cli"&gt;Calling Claude Code CLI
&lt;/h3&gt;&lt;p&gt;Use Claude Code&amp;rsquo;s &lt;code&gt;--print&lt;/code&gt; mode to generate an AI response non-interactively:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;analyze_comment&lt;/span&gt;(context: str, comment: str) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; str:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;Run Claude Code with AgentForge settings&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prompt &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;f&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;## Blog Post Context
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;context[:&lt;span style="color:#ae81ff"&gt;2000&lt;/span&gt;]&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;## Reader Comment
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;comment&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;Please write a response to this comment.
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;- As a technical blog assistant, be professional yet friendly
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;- Concise within 200 characters
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;- Provide additional info or links if needed
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&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; cmd &lt;span style="color:#f92672"&gt;=&lt;/span&gt; [
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; CLAUDE_CODE_PATH,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;--settings&amp;#39;&lt;/span&gt;, AGENTFORGE_CONFIG,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;--print&amp;#39;&lt;/span&gt;, prompt
&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; result &lt;span style="color:#f92672"&gt;=&lt;/span&gt; run(cmd, capture_output&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;True&lt;/span&gt;, text&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;True&lt;/span&gt;, timeout&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;60&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:#66d9ef"&gt;if&lt;/span&gt; result&lt;span style="color:#f92672"&gt;.&lt;/span&gt;returncode &lt;span style="color:#f92672"&gt;==&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt; &lt;span style="color:#f92672"&gt;and&lt;/span&gt; result&lt;span style="color:#f92672"&gt;.&lt;/span&gt;stdout&lt;span style="color:#f92672"&gt;.&lt;/span&gt;strip():
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; result&lt;span style="color:#f92672"&gt;.&lt;/span&gt;stdout&lt;span style="color:#f92672"&gt;.&lt;/span&gt;strip()
&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:#66d9ef"&gt;return&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Thanks for your opinion! I think it would be great to discuss the technical aspects further. 🙏&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Specify the AgentForge dedicated configuration file with the &lt;code&gt;--settings&lt;/code&gt; flag. You can manage the model, token limits, etc. in this configuration file.&lt;/p&gt;
&lt;p&gt;The &lt;code&gt;--print&lt;/code&gt; flag runs Claude Code in non-interactive mode and outputs the result to stdout. Unlike interactive mode, it terminates after a single prompt-response.&lt;/p&gt;
&lt;h3 id="github-graphql-api-integration"&gt;GitHub GraphQL API Integration
&lt;/h3&gt;&lt;p&gt;Since giscus uses GitHub Discussions, the response must also be posted via the GitHub GraphQL API.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Retrieve Discussion GraphQL ID:&lt;/strong&gt;&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;get_discussion_graphql_id&lt;/span&gt;(repo_owner, repo_name, discussion_number):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; query &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; query($owner: String!, $name: String!, $number: Int!) {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; repository(owner: $owner, name: $name) {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; discussion(number: $number) {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; id
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; &amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; variables &lt;span style="color:#f92672"&gt;=&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;owner&amp;#34;&lt;/span&gt;: repo_owner,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: repo_name,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;number&amp;#34;&lt;/span&gt;: discussion_number
&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; response &lt;span style="color:#f92672"&gt;=&lt;/span&gt; requests&lt;span style="color:#f92672"&gt;.&lt;/span&gt;post(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; GITHUB_API_URL,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; json&lt;span style="color:#f92672"&gt;=&lt;/span&gt;{&lt;span style="color:#e6db74"&gt;&amp;#34;query&amp;#34;&lt;/span&gt;: query, &lt;span style="color:#e6db74"&gt;&amp;#34;variables&amp;#34;&lt;/span&gt;: variables},
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; headers&lt;span style="color:#f92672"&gt;=&lt;/span&gt;{
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Authorization&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;f&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Bearer &lt;/span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;GITHUB_TOKEN&lt;span style="color:#e6db74"&gt;}&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; &lt;span style="color:#e6db74"&gt;&amp;#34;Content-Type&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;application/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; timeout&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;10&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; response&lt;span style="color:#f92672"&gt;.&lt;/span&gt;status_code &lt;span style="color:#f92672"&gt;==&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;200&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; data &lt;span style="color:#f92672"&gt;=&lt;/span&gt; response&lt;span style="color:#f92672"&gt;.&lt;/span&gt;json()
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; data[&lt;span style="color:#e6db74"&gt;&amp;#34;data&amp;#34;&lt;/span&gt;][&lt;span style="color:#e6db74"&gt;&amp;#34;repository&amp;#34;&lt;/span&gt;][&lt;span style="color:#e6db74"&gt;&amp;#34;discussion&amp;#34;&lt;/span&gt;][&lt;span style="color:#e6db74"&gt;&amp;#34;id&amp;#34;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The Webhook payload only includes the Discussion&amp;rsquo;s REST API ID. However, to post a comment, the GraphQL Node ID is required. Therefore, we first retrieve the Discussion&amp;rsquo;s Node ID via a GraphQL query, then use it to post the comment.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Post Response (Mutation):&lt;/strong&gt;&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;post_reply_graphql&lt;/span&gt;(discussion_graphql_id, original_comment, original_author, reply):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; query &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; mutation($discussionId: ID!, $body: String!) {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; addDiscussionComment(input: {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; discussionId: $discussionId, body: $body
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }) {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; comment { id, databaseId }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; &amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;# ... (Send request)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The &lt;code&gt;addDiscussionComment&lt;/code&gt; mutation adds a new comment to the entire Discussion. It is a Discussion-level comment, not a reply to a specific comment.&lt;/p&gt;
&lt;h3 id="input-sanitization"&gt;Input Sanitization
&lt;/h3&gt;&lt;p&gt;Since user comments are external input, they must be sanitized:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;sanitize_comment&lt;/span&gt;(body: str) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; str:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;User input sanitization&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; &lt;span style="color:#f92672"&gt;not&lt;/span&gt; body:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; body
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; body &lt;span style="color:#f92672"&gt;=&lt;/span&gt; re&lt;span style="color:#f92672"&gt;.&lt;/span&gt;sub(&lt;span style="color:#e6db74"&gt;r&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;&amp;lt;[^&amp;gt;]+&amp;gt;&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;&amp;#39;&lt;/span&gt;, body) &lt;span style="color:#75715e"&gt;# Remove HTML tags&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; body &lt;span style="color:#f92672"&gt;=&lt;/span&gt; html&lt;span style="color:#f92672"&gt;.&lt;/span&gt;escape(body) &lt;span style="color:#75715e"&gt;# Escape HTML entities&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; body &lt;span style="color:#f92672"&gt;=&lt;/span&gt; body[:&lt;span style="color:#ae81ff"&gt;1000&lt;/span&gt;] &lt;span style="color:#75715e"&gt;# Length limit&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; body
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;To prevent XSS attacks, HTML tags are removed, remaining special characters are escaped, and the length is limited to 1000 characters.&lt;/p&gt;
&lt;h3 id="audit-logging"&gt;Audit Logging
&lt;/h3&gt;&lt;p&gt;We keep audit logs to track security events:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;log_audit&lt;/span&gt;(event_type: str, details: dict):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&amp;#34;&amp;#34;Record security event audit log&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;with&lt;/span&gt; open(AUDIT_LOG, &lt;span style="color:#e6db74"&gt;&amp;#39;a&amp;#39;&lt;/span&gt;) &lt;span style="color:#66d9ef"&gt;as&lt;/span&gt; f:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; f&lt;span style="color:#f92672"&gt;.&lt;/span&gt;write(json&lt;span style="color:#f92672"&gt;.&lt;/span&gt;dumps({
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;timestamp&amp;#39;&lt;/span&gt;: datetime&lt;span style="color:#f92672"&gt;.&lt;/span&gt;utcnow()&lt;span style="color:#f92672"&gt;.&lt;/span&gt;isoformat(),
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;event&amp;#39;&lt;/span&gt;: event_type,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;details&amp;#39;&lt;/span&gt;: details
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }) &lt;span style="color:#f92672"&gt;+&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;\n&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Event types recorded:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;SIGNATURE_INVALID&lt;/code&gt;: Webhook signature verification failed&lt;/li&gt;
&lt;li&gt;&lt;code&gt;INVALID_PAYLOAD&lt;/code&gt;: Invalid request payload&lt;/li&gt;
&lt;li&gt;&lt;code&gt;WEBHOOK_RECEIVED&lt;/code&gt;: Webhook received successfully&lt;/li&gt;
&lt;li&gt;&lt;code&gt;AI_RESPONSE_SENT&lt;/code&gt;: AI response posted successfully&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="conclusion"&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;In this Part 1, we covered the overall architecture and core implementation code connecting giscus, GitHub Webhook, Flask worker, Claude Code CLI, and GitHub GraphQL API.&lt;/p&gt;
&lt;p&gt;In the upcoming Part 2, we will cover &lt;strong&gt;security hardening&lt;/strong&gt; for this system — file-based authentication management, file permission verification, HMAC-SHA256 signature verification, and more in detail.&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;em&gt;This post is Part 1 of the AgentForge blog automatic comment system series.&lt;/em&gt;&lt;/p&gt;</description></item><item><title>Claude Code Discord MCP Plugin - Fixing asdf bun Path Issue</title><link>https://blog.agentthread.dev/post/claude-code-discord-mcp-plugin-fixing-asdf-bun-path-issue/</link><pubDate>Thu, 26 Mar 2026 00:00:00 +0900</pubDate><guid>https://blog.agentthread.dev/post/claude-code-discord-mcp-plugin-fixing-asdf-bun-path-issue/</guid><description>&lt;h2 id="problem"&gt;Problem
&lt;/h2&gt;&lt;p&gt;When installing the &lt;code&gt;discord&lt;/code&gt; plugin for Discord channel integration in Claude Code CLI, I encountered the following error:&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;gt; discord Plugin · claude-plugins-official · √ enabled
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; └ discord MCP · × failed
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The plugin was enabled, but the MCP server was in a failed state.&lt;/p&gt;
&lt;h2 id="root-cause"&gt;Root Cause
&lt;/h2&gt;&lt;p&gt;This issue occurs when using &lt;strong&gt;bun installed via asdf&lt;/strong&gt;. Claude Code CLI looks for the &lt;code&gt;bun&lt;/code&gt; command to run the MCP server, but asdf uses shell wrappers, so the actual binary cannot be found in the system-wide path.&lt;/p&gt;
&lt;h2 id="solution"&gt;Solution
&lt;/h2&gt;&lt;p&gt;I resolved this by entering the &lt;strong&gt;absolute path&lt;/strong&gt; to the bun installed via asdf.&lt;/p&gt;
&lt;h3 id="finding-the-absolute-path-of-asdf-installed-bun"&gt;Finding the Absolute Path of asdf-installed bun
&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;which bun
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Or:&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;asdf where bun
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Example output:&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;/Users/yarang/.asdf/installs/bun/1.x.x/bin/bun
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="applying-the-configuration"&gt;Applying the Configuration
&lt;/h3&gt;&lt;p&gt;Specify this absolute path as the execution path in the Discord MCP configuration, and the problem will be resolved.&lt;/p&gt;
&lt;h2 id="summary"&gt;Summary
&lt;/h2&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Situation&lt;/th&gt;
					&lt;th&gt;Solution&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;System-wide installed bun&lt;/td&gt;
					&lt;td&gt;Use &lt;code&gt;bun&lt;/code&gt; command&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;asdf-installed bun&lt;/td&gt;
					&lt;td&gt;Enter &lt;strong&gt;absolute path&lt;/strong&gt; directly&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;When using asdf, you must specify the actual binary path, not the shell wrapper, for the MCP server to run properly.&lt;/p&gt;
&lt;h2 id="references"&gt;References
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;a class="link" href="https://github.com/anthropics/discord-plugin" target="_blank" rel="noopener"
 &gt;Claude Code Discord Plugin&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class="link" href="https://asdf-vm.com/" target="_blank" rel="noopener"
 &gt;asdf Version Manager&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;</description></item><item><title>Claude Code Plugin Development Complete Guide — From plugin.json to Deployment</title><link>https://blog.agentthread.dev/post/claude-code-plugin-development-complete-guide-from-plugin.json-to-deployment/</link><pubDate>Mon, 23 Mar 2026 10:53:23 +0900</pubDate><guid>https://blog.agentthread.dev/post/claude-code-plugin-development-complete-guide-from-plugin.json-to-deployment/</guid><description>&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-markdown" data-lang="markdown"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# Claude Code Plugin Development Complete Guide — From plugin.json to Deployment
&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;Claude Code CLI officially supports the &lt;span style="font-weight:bold"&gt;**plugin system**&lt;/span&gt; starting from &lt;span style="color:#e6db74"&gt;`v2.1.0`&lt;/span&gt;. By combining four components—skills, agents, commands, and hooks—you can package Claude&amp;#39;s behavior like a tool and deploy it across your team. Based on the actual operational &lt;span style="color:#e6db74"&gt;`yarang-plugins`&lt;/span&gt; marketplace repo, this article explains step-by-step so that developers creating a plugin for the first time can make it all the way to deployment.
&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&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;## What is a Plugin? — The 4 Components of Claude Code Extensions
&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;Claude Code plugins are not just simple script bundles. By combining the following four elements, you declaratively define Claude&amp;#39;s roles and behaviors.
&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;| Component | Directory | Role |
&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="font-weight:bold"&gt;**skills**&lt;/span&gt; | &lt;span style="color:#e6db74"&gt;`skills/&amp;lt;name&amp;gt;/SKILL.md`&lt;/span&gt; | Inject specific domain knowledge and behavioral rules into Claude |
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;| &lt;span style="font-weight:bold"&gt;**agents**&lt;/span&gt; | &lt;span style="color:#e6db74"&gt;`agents/&amp;lt;role&amp;gt;.md`&lt;/span&gt; | Define sub-agent personas (assign expert roles) |
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;| &lt;span style="font-weight:bold"&gt;**commands**&lt;/span&gt; | &lt;span style="color:#e6db74"&gt;`commands/&amp;lt;verb&amp;gt;-&amp;lt;noun&amp;gt;.md`&lt;/span&gt; | Register /slash-command shortcuts |
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;| &lt;span style="font-weight:bold"&gt;**hooks**&lt;/span&gt; | &lt;span style="color:#e6db74"&gt;`hooks/hooks.json`&lt;/span&gt; | Automatic execution triggers before/after tool calls |
&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;```mermaid
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;graph TD
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; A[User Request] --&amp;gt; B[Command /create-post]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; B --&amp;gt; C[Load Skill blog-writer]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; C --&amp;gt; D[Execute Claude Writing]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; D --&amp;gt; E{Call Write Tool}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; E --&amp;gt; F[Execute Hook PostToolUse]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; F --&amp;gt; G[Automatic SEO Review]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; G --&amp;gt; H[Final Output]
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="step-1-create-directory-structure"&gt;Step 1: Create Directory Structure
&lt;/h2&gt;&lt;p&gt;Plugin names must be written in &lt;strong&gt;kebab-case&lt;/strong&gt; in the format &lt;code&gt;&amp;lt;domain&amp;gt;-&amp;lt;function&amp;gt;&lt;/code&gt;. Examples: &lt;code&gt;blog-writer&lt;/code&gt;, &lt;code&gt;domain-checker&lt;/code&gt;.&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;plugins/blog-writer/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── .claude-plugin/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── plugin.json ← Plugin metadata (required)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── skills/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── blog-writer/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── SKILL.md ← Skill file name is fixed as SKILL.md
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── agents/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── editor.md ← &amp;lt;role&amp;gt;.md format
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── commands/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── create-post.md ← &amp;lt;verb&amp;gt;-&amp;lt;noun&amp;gt;.md format
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── hooks/
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ └── hooks.json ← hooks are only declared here
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;└── README.md
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;
 &lt;blockquote&gt;
 &lt;p&gt;If you violate the file naming conventions, Claude Code will not recognize the file.&lt;/p&gt;

 &lt;/blockquote&gt;
&lt;hr&gt;
&lt;h2 id="step-2-write-pluginjson--core-of-metadata"&gt;Step 2: Write plugin.json — Core of Metadata
&lt;/h2&gt;&lt;p&gt;&lt;code&gt;plugin.json&lt;/code&gt; is the plugin&amp;rsquo;s ID card. If you specify only the directory paths in the &lt;code&gt;skills&lt;/code&gt;, &lt;code&gt;commands&lt;/code&gt;, and &lt;code&gt;agents&lt;/code&gt; fields, it automatically explores the internal files.&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-json" data-lang="json"&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;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;blog-writer&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;description&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;A skill plugin that structurally writes SEO-optimized blog posts&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;author&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;yarang&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;url&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;https://github.com/yarang&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:#f92672"&gt;&amp;#34;license&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;MIT&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;keywords&amp;#34;&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;blog&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;seo&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;writing&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;content&amp;#34;&lt;/span&gt;],
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;skills&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;./skills/&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;commands&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;./commands/&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;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;3 Important Notes:&lt;/strong&gt;&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Do not include the &lt;code&gt;version&lt;/code&gt; field in &lt;code&gt;plugin.json&lt;/code&gt; — Internal plugins only declare versions in &lt;code&gt;marketplace.json&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Do not specify the &lt;code&gt;hooks&lt;/code&gt; field here — &lt;code&gt;v2.1+&lt;/code&gt; automatically detects &lt;code&gt;hooks/hooks.json&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Referencing paths outside the plugin directory using &lt;code&gt;../&lt;/code&gt; is prohibited.&lt;/li&gt;
&lt;/ol&gt;
&lt;hr&gt;
&lt;h2 id="step-3-write-skillmd--inject-claudes-expertise"&gt;Step 3: Write SKILL.md — Inject Claude&amp;rsquo;s Expertise
&lt;/h2&gt;&lt;p&gt;A skill is a markdown document that injects &lt;strong&gt;behavioral rules and knowledge of a specific domain&lt;/strong&gt; into Claude. Let&amp;rsquo;s look at the &lt;code&gt;SKILL.md&lt;/code&gt; of the &lt;code&gt;blog-writer&lt;/code&gt; plugin as an example.&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-markdown" data-lang="markdown"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# Blog Writer Skill
&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;Writes an SEO-optimized blog post on a given topic.
&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;## Structure
&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:#66d9ef"&gt;1.&lt;/span&gt; &lt;span style="font-weight:bold"&gt;**Title (H1)**&lt;/span&gt;: Includes keywords, encourages clicks
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;2.&lt;/span&gt; &lt;span style="font-weight:bold"&gt;**Introduction**&lt;/span&gt;: Raise reader&amp;#39;s problem, introduce content covered
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;3.&lt;/span&gt; &lt;span style="font-weight:bold"&gt;**Body**&lt;/span&gt;: Structured with H2/H3 subheadings, naturally includes core keywords
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;4.&lt;/span&gt; &lt;span style="font-weight:bold"&gt;**Conclusion**&lt;/span&gt;: Core summary, Call to Action (CTA)
&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;## Guidelines
&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:#66d9ef"&gt;-&lt;/span&gt; Sentences should be clear
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Write sufficient explanations in paragraphs
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Include keywords readers search for in the title and first paragraph
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Focus on practical information
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Also include diagrams
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;code&gt;SKILL.md&lt;/code&gt; is injected &lt;strong&gt;like a system prompt&lt;/strong&gt; when Claude is called with that skill. The more specific the behavioral guidelines, the higher the output quality.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="step-4-agents--define-expert-sub-agents"&gt;Step 4: agents/ — Define Expert Sub-Agents
&lt;/h2&gt;&lt;p&gt;Agent files assign personas to Claude Code&amp;rsquo;s sub-agents. The &lt;code&gt;name&lt;/code&gt; and &lt;code&gt;description&lt;/code&gt; in the YAML frontmatter are key.&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-markdown" data-lang="markdown"&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;name: blog-editor
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;description: |
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Expert agent for blog editing.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Reviews writing style, structure, and SEO optimization, and suggests improvements.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; When to use: When requesting review, editing, or proofreading of text.
&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# Technical Blog Editor Agent
&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;You are a professional technical blog editor. Review articles based on the following criteria:
&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:#66d9ef"&gt;-&lt;/span&gt; Visualize operation methods with Mermaid diagrams
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Check SEO keyword density
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Verify inclusion of references
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;If you specify &lt;strong&gt;&amp;ldquo;When to use&amp;rdquo;&lt;/strong&gt; in the &lt;code&gt;description&lt;/code&gt;, Claude automatically selects that agent at the appropriate time.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="step-5-commands--register-slash-commands"&gt;Step 5: commands/ — Register Slash Commands
&lt;/h2&gt;&lt;p&gt;Command files register slash commands like &lt;code&gt;/blog-writer:create-post&lt;/code&gt;. You can restrict allowed tools and descriptions via frontmatter.&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-markdown" data-lang="markdown"&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;description: Generate an SEO-optimized blog post
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;allowed-tools: Read, Write, WebFetch
&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# /blog-writer:create-post
&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;Receives a topic from $ARGUMENTS and writes an SEO-optimized blog post.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;If there is no topic, ask the user for one.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Use the blog-writer skill to write the post, and after completion, confirm whether to save it as a file.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ul&gt;
&lt;li&gt;&lt;code&gt;$ARGUMENTS&lt;/code&gt;: Automatically binds arguments following the command. Use like &lt;code&gt;/create-post AI agent design&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;allowed-tools&lt;/code&gt;: Explicitly limits the tools the command can use for security.&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="step-6-hookshooksjson--set-automatic-triggers"&gt;Step 6: hooks/hooks.json — Set Automatic Triggers
&lt;/h2&gt;&lt;p&gt;Hooks define prompts or commands that Claude automatically executes before or after specific tool calls.&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-json" data-lang="json"&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;&amp;#34;hooks&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;PostToolUse&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:#f92672"&gt;&amp;#34;matcher&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Write&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;hooks&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:#f92672"&gt;&amp;#34;type&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;prompt&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;prompt&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Check the written file and review the title and first paragraph from an SEO perspective.&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&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&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&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This is an example of automatically triggering an SEO review immediately after the &lt;code&gt;Write&lt;/code&gt; tool is executed. Hook events support &lt;code&gt;PreToolUse&lt;/code&gt;, &lt;code&gt;PostToolUse&lt;/code&gt;, &lt;code&gt;Notification&lt;/code&gt;, &lt;code&gt;Stop&lt;/code&gt;, etc.&lt;/p&gt;
&lt;pre class="mermaid" style="visibility:hidden"&gt;sequenceDiagram
 participant U as User
 participant C as Claude
 participant H as Hook Engine

 U-&gt;&gt;C: Execute /create-post
 C-&gt;&gt;C: Call Write Tool
 C-&gt;&gt;H: PostToolUse Event Fired
 H-&gt;&gt;C: Inject SEO Review Prompt
 C-&gt;&gt;U: Return SEO Review Result&lt;/pre&gt;
 &lt;blockquote&gt;
 &lt;p&gt;Do not declare the &lt;code&gt;hooks&lt;/code&gt; field in &lt;code&gt;plugin.json&lt;/code&gt;. It is automatically recognized if only the &lt;code&gt;hooks/hooks.json&lt;/code&gt; file exists (v2.1.0+).&lt;/p&gt;

 &lt;/blockquote&gt;
&lt;hr&gt;
&lt;h2 id="step-7-register-plugin-in-marketplacejson"&gt;Step 7: Register Plugin in marketplace.json
&lt;/h2&gt;&lt;p&gt;Internal plugins are registered in the marketplace root&amp;rsquo;s &lt;code&gt;.claude-plugin/marketplace.json&lt;/code&gt;. The &lt;strong&gt;&lt;code&gt;version&lt;/code&gt; is declared only here&lt;/strong&gt;.&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-json" data-lang="json"&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;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;yarang-plugins&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;plugins&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:#f92672"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;blog-writer&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;description&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;A skill plugin that structurally writes SEO-optimized blog posts&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;version&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1.1.0&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;keywords&amp;#34;&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;blog&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;seo&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;writing&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;content&amp;#34;&lt;/span&gt;],
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;relative&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;path&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;./plugins/blog-writer&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&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:#f92672"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;domain-checker&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;description&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Check domain availability&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;keywords&amp;#34;&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;domain&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;rdap&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;whois&amp;#34;&lt;/span&gt;],
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;github&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;repo&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;yarang/skill-domain-checker&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;ref&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;v1.2.0&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&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&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;For external repo plugins, set &lt;code&gt;source.source&lt;/code&gt; to &lt;code&gt;&amp;quot;github&amp;quot;&lt;/code&gt; and specify &lt;code&gt;repo&lt;/code&gt; and &lt;code&gt;ref&lt;/code&gt; (tag/branch).&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="local-test--deployment-workflow"&gt;Local Test → Deployment Workflow
&lt;/h2&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart LR
 A[Write Plugin] --&gt; B[Local Test]
 B --&gt; C{Check Behavior}
 C -- Failure --&gt; A
 C -- Success --&gt; D[Register in marketplace.json]
 D --&gt; E[GitHub push]
 E --&gt; F[Team Member Install]&lt;/pre&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;&lt;span style="color:#75715e"&gt;# 1. Local Test (check immediately without installation)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;claude --plugin-dir ./plugins/blog-writer
&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;# 2. Refresh marketplace catalog&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;claude plugin marketplace update
&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;# 3. Personal Install (user scope, default)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;claude plugin install blog-writer@yarang-plugins
&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;# 4. Team Shared Install (project scope — recorded in .claude/settings.json)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;claude plugin install blog-writer@yarang-plugins --scope project
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="common-mistakes-checklist"&gt;Common Mistakes Checklist
&lt;/h2&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Item&lt;/th&gt;
					&lt;th&gt;Correct Method&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;Skill file name&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;SKILL.md&lt;/code&gt; (fixed uppercase)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Command file name&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;&amp;lt;verb&amp;gt;-&amp;lt;noun&amp;gt;.md&lt;/code&gt; (e.g., &lt;code&gt;create-post.md&lt;/code&gt;)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Agent file name&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;&amp;lt;role&amp;gt;.md&lt;/code&gt; (e.g., &lt;code&gt;editor.md&lt;/code&gt;)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;version location&lt;/td&gt;
					&lt;td&gt;Internal plugin → only &lt;code&gt;marketplace.json&lt;/code&gt; / External plugin → only &lt;code&gt;plugin.json&lt;/code&gt;&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;hooks location&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;hooks/hooks.json&lt;/code&gt; (not in plugin.json)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Path Escaping&lt;/td&gt;
					&lt;td&gt;Using &lt;code&gt;../&lt;/code&gt; is prohibited&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="conclusion"&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;Claude Code plugins are a powerful system that packages Claude&amp;rsquo;s behavior using &lt;strong&gt;declarative markdown&lt;/strong&gt;. Define metadata with &lt;code&gt;plugin.json&lt;/code&gt;, inject expertise with &lt;code&gt;SKILL.md&lt;/code&gt;, create shortcuts with &lt;code&gt;commands/&lt;/code&gt;, and set automation triggers with &lt;code&gt;hooks/hooks.json&lt;/code&gt; — so the entire team can share the same workflow.&lt;/p&gt;
&lt;p&gt;To get started right now:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Create a &lt;code&gt;plugins/&amp;lt;name&amp;gt;/&lt;/code&gt; directory&lt;/li&gt;
&lt;li&gt;Write &lt;code&gt;plugin.json&lt;/code&gt; and &lt;code&gt;SKILL.md&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Run a local test with &lt;code&gt;claude --plugin-dir ./plugins/&amp;lt;name&amp;gt;&lt;/code&gt;.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;A single plugin automates dozens of repetitive team tasks.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="references"&gt;References
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;a class="link" href="https://docs.anthropic.com/claude-code/plugins" target="_blank" rel="noopener"
 &gt;Claude Code Plugin System Docs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;yarang/yarang-plugins — &lt;code&gt;CLAUDE.md&lt;/code&gt;, &lt;code&gt;docs/PLUGIN_SPEC.md&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class="link" href="https://github.com/anthropics/claude-code/releases" target="_blank" rel="noopener"
 &gt;Claude Code v2.1 Release Notes&lt;/a&gt;&lt;/li&gt;
&lt;/ul&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-fallback" data-lang="fallback"&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;</description></item><item><title>[Discord Decision MCP] Architecture Design Document</title><link>https://blog.agentthread.dev/post/discord-decision-mcp-architecture-design-v2/</link><pubDate>Mon, 02 Mar 2026 21:36:30 +0900</pubDate><guid>https://blog.agentthread.dev/post/discord-decision-mcp-architecture-design-v2/</guid><description>&lt;h1 id="discord-decision-mcp--architecture-design-document"&gt;Discord Decision MCP — Architecture Design Document
&lt;/h1&gt;&lt;h2 id="1-project-overview"&gt;1. Project Overview
&lt;/h2&gt;&lt;h3 id="11-purpose"&gt;1.1 Purpose
&lt;/h3&gt;&lt;p&gt;An MCP (Model Context Protocol) server that allows Claude Code, while operating in tmux Teammate mode for autonomous work, to ask questions via Discord when user decisions are needed and resume work after receiving responses.&lt;/p&gt;
&lt;h3 id="12-key-features"&gt;1.2 Key Features
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Feature&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;One Bot per Project&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Each project uses an independent Discord Bot&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Infinite Wait Default&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Wait for user response without timeout (Claude must not proceed unilaterally)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;State Persistence&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Restore waiting state after process restart&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Korean-Friendly&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Korean options, Yes/No response support&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;MCP-Based Communication&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;All Discord communication through MCP Tools&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="13-version-information"&gt;1.3 Version Information
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Version&lt;/strong&gt;: 1.0.0&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Python Requirement&lt;/strong&gt;: &amp;gt;= 3.11&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;MCP Framework&lt;/strong&gt;: FastMCP &amp;gt;= 0.1.0&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="2-directory-structure"&gt;2. Directory Structure
&lt;/h2&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-gdscript3" data-lang="gdscript3"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;discord&lt;span style="color:#f92672"&gt;-&lt;/span&gt;decision&lt;span style="color:#f92672"&gt;/&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; discord_mcp&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Main package&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; __init__&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; server&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# MCP server entry point&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; config&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# Environment variable configuration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; bot&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Discord API client&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; __init__&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; client&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# REST API client (httpx)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; gateway&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# WebSocket gateway (receive only)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; decision&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Decision request management&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; __init__&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; manager&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# Decision request lifecycle management&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; poller&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# Discord polling and response waiting&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; parser&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# User response parsing&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; state&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# State persistence (JSON files)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; tools&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# MCP Tools implementation&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; __init__&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; ask&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# discord_ask_decision&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; notify&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# discord_notify&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; report&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# discord_report_progress&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; status&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# discord_check_pending&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; inbox&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# discord_read_inbox, discord_clear_inbox&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; _templates&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# Discord message templates&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; daemon&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Watcher daemon&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; __init__&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; watcher&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# Discord channel monitoring (discord-watch CLI)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; inbox&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py &lt;span style="color:#75715e"&gt;# Inbox file management&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; scripts&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Utility scripts&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; start&lt;span style="color:#f92672"&gt;-&lt;/span&gt;discord&lt;span style="color:#f92672"&gt;-&lt;/span&gt;watch&lt;span style="color:#f92672"&gt;.&lt;/span&gt;sh
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; tests&lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Test suite&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; __init__&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; test_parser&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt; &lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; test_state&lt;span style="color:#f92672"&gt;.&lt;/span&gt;py
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;│&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; CLAUDE&lt;span style="color:#f92672"&gt;.&lt;/span&gt;md &lt;span style="color:#75715e"&gt;# Claude Code project instructions&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; README&lt;span style="color:#f92672"&gt;.&lt;/span&gt;md &lt;span style="color:#75715e"&gt;# Project description&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;├──&lt;/span&gt; pyproject&lt;span style="color:#f92672"&gt;.&lt;/span&gt;toml &lt;span style="color:#75715e"&gt;# Project configuration and dependencies&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;└──&lt;/span&gt; mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;json&lt;span style="color:#f92672"&gt;.&lt;/span&gt;example &lt;span style="color:#75715e"&gt;# MCP configuration example&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="3-key-module-descriptions"&gt;3. Key Module Descriptions
&lt;/h2&gt;&lt;h3 id="31-server-entry-point-serverpy"&gt;3.1 Server Entry Point (&lt;code&gt;server.py&lt;/code&gt;)
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: FastMCP server creation and MCP Tool registration&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp &lt;span style="color:#f92672"&gt;=&lt;/span&gt; FastMCP(name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;discord-decision-mcp&amp;#34;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Tool registration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;tool()(discord_ask_decision)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;tool()(discord_notify)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;tool()(discord_report_progress)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;tool()(discord_check_pending)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;tool()(discord_read_inbox)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mcp&lt;span style="color:#f92672"&gt;.&lt;/span&gt;tool()(discord_clear_inbox)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Execution&lt;/strong&gt;:&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;discord-mcp &lt;span style="color:#75715e"&gt;# or python -m discord_mcp.server&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="32-configuration-management-configpy"&gt;3.2 Configuration Management (&lt;code&gt;config.py&lt;/code&gt;)
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Load configuration values from environment variables&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Environment Variable&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
					&lt;th&gt;Default&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;DISCORD_BOT_TOKEN&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Discord Bot Token (includes &amp;ldquo;Bot &amp;quot; prefix)&lt;/td&gt;
					&lt;td&gt;Required&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;DISCORD_CHANNEL_ID&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Default question channel ID&lt;/td&gt;
					&lt;td&gt;Required&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;PROJECT_NAME&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Used for question_id generation&lt;/td&gt;
					&lt;td&gt;&amp;ldquo;project&amp;rdquo;&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;PENDING_DIR&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;State file storage path&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;~/.claude/pending_decisions&lt;/code&gt;&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;POLL_INTERVAL_SECONDS&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Discord polling interval (seconds)&lt;/td&gt;
					&lt;td&gt;5&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="33-discord-api-client-bot"&gt;3.3 Discord API Client (&lt;code&gt;bot/&lt;/code&gt;)
&lt;/h3&gt;&lt;h4 id="331-rest-api-client-clientpy"&gt;3.3.1 REST API Client (&lt;code&gt;client.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Discord REST API calls (httpx-based)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Key Methods&lt;/strong&gt;:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DiscordClient&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;send_message&lt;/span&gt;(channel_id, content, embeds&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;get_messages&lt;/span&gt;(channel_id, after&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;, limit&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;50&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;create_thread&lt;/span&gt;(channel_id, name, first_message)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;archive_thread&lt;/span&gt;(thread_id)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Features&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Automatic rate limit handling (retry on 429 response)&lt;/li&gt;
&lt;li&gt;Singleton pattern (&lt;code&gt;get_client()&lt;/code&gt;)&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id="332-websocket-gateway-gatewaypy"&gt;3.3.2 WebSocket Gateway (&lt;code&gt;gateway.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Discord Gateway WebSocket connection (receive only)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Features&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Real-time MESSAGE_CREATE event reception&lt;/li&gt;
&lt;li&gt;Reduces polling delay from 5 seconds to instant&lt;/li&gt;
&lt;li&gt;System works without Gateway (polling fallback)&lt;/li&gt;
&lt;li&gt;Automatic reconnection (Exponential backoff)&lt;/li&gt;
&lt;/ul&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;GatewayClient&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;run&lt;/span&gt;() &lt;span style="color:#75715e"&gt;# Start event reception&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;stop&lt;/span&gt;() &lt;span style="color:#75715e"&gt;# Close connection&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="34-decision-request-management-decision"&gt;3.4 Decision Request Management (&lt;code&gt;decision/&lt;/code&gt;)
&lt;/h3&gt;&lt;h4 id="341-decisionmanager-managerpy"&gt;3.4.1 DecisionManager (&lt;code&gt;manager.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Coordinate the entire lifecycle of decision requests&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DecisionManager&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ask&lt;/span&gt;(question, context, options, timeout_seconds, thread_id) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; PollResult
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;restore_pending&lt;/span&gt;() &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; list[DecisionState]
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Flow&lt;/strong&gt;:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Check for duplicate questions&lt;/li&gt;
&lt;li&gt;Create thread (or reuse existing thread)&lt;/li&gt;
&lt;li&gt;Create state file (&lt;code&gt;~/.claude/pending_decisions/{question_id}.json&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Run poller to wait for response&lt;/li&gt;
&lt;li&gt;Mark disconnected state on SIGHUP signal&lt;/li&gt;
&lt;/ol&gt;
&lt;h4 id="342-decisionpoller-pollerpy"&gt;3.4.2 DecisionPoller (&lt;code&gt;poller.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Poll Discord channel and wait for response&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DecisionPoller&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;wait&lt;/span&gt;(state: DecisionState) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; PollResult
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Features&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Default: infinite wait (&lt;code&gt;timeout_seconds=None&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Real-time waiting status display in tmux pane (ANSI escape)&lt;/li&gt;
&lt;li&gt;Re-question up to 2 times for ambiguous responses&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id="343-response-parser-parserpy"&gt;3.4.3 Response Parser (&lt;code&gt;parser.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Parse user Discord responses&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Supported Patterns&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Option matching: &amp;ldquo;A&amp;rdquo;, &amp;ldquo;a&amp;rdquo;, &amp;ldquo;A번&amp;rdquo;, &amp;ldquo;A로 해줘&amp;rdquo;, &amp;ldquo;1&amp;rdquo;, &amp;ldquo;1번&amp;rdquo;&lt;/li&gt;
&lt;li&gt;Affirmative/Negative: &amp;ldquo;yes&amp;rdquo;, &amp;ldquo;네&amp;rdquo;, &amp;ldquo;예&amp;rdquo;, &amp;ldquo;no&amp;rdquo;, &amp;ldquo;아니요&amp;rdquo;&lt;/li&gt;
&lt;li&gt;Natural language: 15+ characters or 3+ Korean characters&lt;/li&gt;
&lt;/ul&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;parse_response&lt;/span&gt;(text: str, options: list[str]) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; ParseResult
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;build_clarify_message&lt;/span&gt;(&lt;span style="color:#f92672"&gt;...&lt;/span&gt;) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; str &lt;span style="color:#75715e"&gt;# Generate re-question message&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h4 id="344-state-store-statepy"&gt;3.4.4 State Store (&lt;code&gt;state.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Persist decision request state to JSON files&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;State File Location&lt;/strong&gt;: &lt;code&gt;~/.claude/pending_decisions/{question_id}.json&lt;/code&gt;&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DecisionState&lt;/span&gt;(BaseModel):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; question_id: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; project: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; question: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; context: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; options: list[str]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; timeout_seconds: float &lt;span style="color:#f92672"&gt;|&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; thread_id: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; message_id: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; asked_at: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; status: Literal[&lt;span style="color:#e6db74"&gt;&amp;#34;pending&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;disconnected&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;resolved&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;aborted&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;timeout&amp;#34;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; clarify_attempts: int
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resolved_at: str &lt;span style="color:#f92672"&gt;|&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resolution: str &lt;span style="color:#f92672"&gt;|&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; selected_option: str &lt;span style="color:#f92672"&gt;|&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&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:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;StateStore&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;save&lt;/span&gt;(state: DecisionState)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;load&lt;/span&gt;(question_id: str) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; DecisionState &lt;span style="color:#f92672"&gt;|&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;load_all_pending&lt;/span&gt;() &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; list[DecisionState]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;resolve&lt;/span&gt;(question_id, resolution, selected_option)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;is_duplicate&lt;/span&gt;(question: str) &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; bool
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="35-mcp-tools-tools"&gt;3.5 MCP Tools (&lt;code&gt;tools/&lt;/code&gt;)
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Tool&lt;/th&gt;
					&lt;th&gt;Blocking&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_ask_decision&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;✅&lt;/td&gt;
					&lt;td&gt;User decision request&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_notify&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Progress notification&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_report_progress&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Task completion report&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_check_pending&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Check pending questions&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_read_inbox&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Inbox message query&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_clear_inbox&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Inbox message deletion&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="36-watcher-daemon-daemon"&gt;3.6 Watcher Daemon (&lt;code&gt;daemon/&lt;/code&gt;)
&lt;/h3&gt;&lt;h4 id="361-discordwatcher-watcherpy"&gt;3.6.1 DiscordWatcher (&lt;code&gt;watcher.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: Monitor Discord channel and record new messages to inbox file&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Execution&lt;/strong&gt;:&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;discord-watch --interval &lt;span style="color:#ae81ff"&gt;10&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# or&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;tmux new-session -d -s discord-watch &lt;span style="color:#e6db74"&gt;&amp;#39;uv run discord-watch&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Features&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Periodically poll specified channel(s)&lt;/li&gt;
&lt;li&gt;Record new user messages to inbox&lt;/li&gt;
&lt;li&gt;Display status in tmux pane&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id="362-inboxstore-inboxpy"&gt;3.6.2 InboxStore (&lt;code&gt;inbox.py&lt;/code&gt;)
&lt;/h4&gt;&lt;p&gt;&lt;strong&gt;Role&lt;/strong&gt;: JSON file-based storage for Discord messages&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Inbox File Location&lt;/strong&gt;: &lt;code&gt;~/.claude/discord_inbox.json&lt;/code&gt;&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;InboxMessage&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; message_id: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; channel_id: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; thread_id: str &lt;span style="color:#f92672"&gt;|&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;None&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; author: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; author_id: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; content: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; timestamp: str
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; read: bool
&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:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;InboxStore&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;add_message&lt;/span&gt;(msg: InboxMessage)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;get_unread&lt;/span&gt;() &lt;span style="color:#f92672"&gt;-&amp;gt;&lt;/span&gt; list[InboxMessage]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;mark_read&lt;/span&gt;(message_id: str)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;clear_read&lt;/span&gt;() &lt;span style="color:#75715e"&gt;# Delete read messages&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="4-data-flow-diagrams"&gt;4. Data Flow Diagrams
&lt;/h2&gt;&lt;h3 id="41-decision-request-flow"&gt;4.1 Decision Request Flow
&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-fallback" data-lang="fallback"&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;│ Claude Code │
&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; │ discord_ask_decision()
&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ MCP Server (server.py) │
&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;│ │ DecisionManager.ask() │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 1. Duplicate check │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 2. Thread creation │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 3. State file save │ │
&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&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ DecisionPoller.wait() │
&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;│ │ Polling loop │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 1. tmux status update │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 2. Discord API call │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 3. Response parsing │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 4. Re-question if ambiguous │ │
&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&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&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ Discord REST API │ │ Discord Thread │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ (client.py) │ │ │
&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&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; │ User Response │
&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&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; │ parser.py │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; │ - Option match │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; │ - Ambiguity │
&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&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; │ store.resolve()│
&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&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; │ PollResult │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; │ Return │
&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;h3 id="42-watcher-daemon-flow"&gt;4.2 Watcher Daemon Flow
&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-fallback" data-lang="fallback"&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;│ DiscordWatcher (daemon/watcher.py) │
&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;│ │ 1. Set initial message ID │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 2. Periodic polling (default 10s) │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 3. Detect new messages │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 4. InboxStore.add_message() │ │
&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&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ ~/.claude/discord_inbox.json │
&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;│ &amp;#34;last_message_id&amp;#34;: &amp;#34;...&amp;#34;, │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ &amp;#34;messages&amp;#34;: [ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ { &amp;#34;message_id&amp;#34;: &amp;#34;...&amp;#34;, ... } │
&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&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; │ discord_read_inbox()
&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;│ Claude Code │
&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;h3 id="43-session-restoration-flow"&gt;4.3 Session Restoration Flow
&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-fallback" data-lang="fallback"&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;│ Claude Code session start │
&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&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;│ discord_check_pending() │
&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&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;│ DecisionManager.restore_pending() │
&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;│ │ 1. ~/.claude/pending_decisions/*.json │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 2. Check Thread via Discord API │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 3. If answered → Auto-resolve │ │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ │ 4. If no answer → Restart notification│ │
&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&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="5-mcp-tools-list"&gt;5. MCP Tools List
&lt;/h2&gt;&lt;h3 id="51-discord_ask_decision"&gt;5.1 discord_ask_decision
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Description&lt;/strong&gt;: Send question to Discord Thread and wait for response when user decision is needed (blocking)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Parameters&lt;/strong&gt;:&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Name&lt;/th&gt;
					&lt;th&gt;Type&lt;/th&gt;
					&lt;th&gt;Required&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;question&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;✅&lt;/td&gt;
					&lt;td&gt;Question content&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;context&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;✅&lt;/td&gt;
					&lt;td&gt;Current work context&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;options&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string[]&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;List of options (empty array for free response)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;timeout_seconds&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;float&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Wait timeout (null for infinite wait)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;thread_id&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Existing Thread ID (null to create new Thread)&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;&lt;strong&gt;Return Value&lt;/strong&gt;:&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-json" data-lang="json"&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;&amp;#34;success&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;answer&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;A) Execute now&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;selected_option&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;A) Execute now&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;question_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;project_20260301_abc123&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;timed_out&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;aborted&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&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;h3 id="52-discord_notify"&gt;5.2 discord_notify
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Description&lt;/strong&gt;: Send progress notification to Discord (non-blocking)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Parameters&lt;/strong&gt;:&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Name&lt;/th&gt;
					&lt;th&gt;Type&lt;/th&gt;
					&lt;th&gt;Required&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;message&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;✅&lt;/td&gt;
					&lt;td&gt;Notification message&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;level&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;info/warning/success/error (default: info)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;thread_id&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Thread ID to send to (null for default channel)&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="53-discord_report_progress"&gt;5.3 discord_report_progress
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Description&lt;/strong&gt;: Report task completion or milestone completion (non-blocking)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Parameters&lt;/strong&gt;:&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Name&lt;/th&gt;
					&lt;th&gt;Type&lt;/th&gt;
					&lt;th&gt;Required&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;title&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;✅&lt;/td&gt;
					&lt;td&gt;Report title&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;summary&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;✅&lt;/td&gt;
					&lt;td&gt;Task result summary&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;details&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string[]&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;List of detail items&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;thread_id&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;string&lt;/td&gt;
					&lt;td&gt;❌&lt;/td&gt;
					&lt;td&gt;Thread ID to send to&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="54-discord_check_pending"&gt;5.4 discord_check_pending
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Description&lt;/strong&gt;: Check pending questions at session start (non-blocking)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Parameters&lt;/strong&gt;: None&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Return Value&lt;/strong&gt;:&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-json" data-lang="json"&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;&amp;#34;has_pending&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;pending_questions&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:#f92672"&gt;&amp;#34;question_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;project_20260301_abc123&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;question&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Deploy?&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;thread_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1234567890&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;asked_at&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;2026-03-01T10:30:00Z&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;status&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;pending&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&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;h3 id="55-discord_read_inbox"&gt;5.5 discord_read_inbox
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Description&lt;/strong&gt;: Query messages stored in Inbox (non-blocking)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Parameters&lt;/strong&gt;:&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Name&lt;/th&gt;
					&lt;th&gt;Type&lt;/th&gt;
					&lt;th&gt;Default&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;unread_only&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;boolean&lt;/td&gt;
					&lt;td&gt;true&lt;/td&gt;
					&lt;td&gt;Return only unread messages&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;mark_read&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;boolean&lt;/td&gt;
					&lt;td&gt;false&lt;/td&gt;
					&lt;td&gt;Mark queried messages as read&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="56-discord_clear_inbox"&gt;5.6 discord_clear_inbox
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Description&lt;/strong&gt;: Delete Inbox messages (non-blocking)&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Parameters&lt;/strong&gt;:&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Name&lt;/th&gt;
					&lt;th&gt;Type&lt;/th&gt;
					&lt;th&gt;Default&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;read_only&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;boolean&lt;/td&gt;
					&lt;td&gt;true&lt;/td&gt;
					&lt;td&gt;Delete only read messages&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="6-dependency-information"&gt;6. Dependency Information
&lt;/h2&gt;&lt;h3 id="61-core-dependencies"&gt;6.1 Core Dependencies
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Package&lt;/th&gt;
					&lt;th&gt;Version&lt;/th&gt;
					&lt;th&gt;Purpose&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;fastmcp&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&amp;gt;= 0.1.0&lt;/td&gt;
					&lt;td&gt;MCP server framework&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;httpx&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&amp;gt;= 0.27.0&lt;/td&gt;
					&lt;td&gt;Async HTTP client&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;websockets&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&amp;gt;= 12.0&lt;/td&gt;
					&lt;td&gt;WebSocket client&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;python-dotenv&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&amp;gt;= 1.0.0&lt;/td&gt;
					&lt;td&gt;Environment variable loading&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;pydantic&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&amp;gt;= 2.0.0&lt;/td&gt;
					&lt;td&gt;Data model validation&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;anyio&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&amp;gt;= 4.0.0&lt;/td&gt;
					&lt;td&gt;Async execution&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="62-development-dependencies"&gt;6.2 Development Dependencies
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Package&lt;/th&gt;
					&lt;th&gt;Purpose&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;pytest&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Test framework&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;pytest-asyncio&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Async test support&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;pytest-mock&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Mock support&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;respx&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;httpx mocking&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="63-cli-commands"&gt;6.3 CLI Commands
&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;discord-mcp &lt;span style="color:#75715e"&gt;# Run MCP server&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;discord-watch &lt;span style="color:#75715e"&gt;# Run watcher daemon&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="7-state-file-format"&gt;7. State File Format
&lt;/h2&gt;&lt;h3 id="71-decision-state-file"&gt;7.1 Decision State File
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Location&lt;/strong&gt;: &lt;code&gt;~/.claude/pending_decisions/{question_id}.json&lt;/code&gt;&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-json" data-lang="json"&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;&amp;#34;question_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;project_20260301_abc123&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;project&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;my-project&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;question&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Run DB migration?&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;context&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;v1→v2 schema change&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;options&amp;#34;&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;A) Execute now&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;B) Staging first&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;C) Hold&amp;#34;&lt;/span&gt;],
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;timeout_seconds&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;null&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;thread_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1234567890&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;message_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;0987654321&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;asked_at&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;2026-03-01T10:30:00Z&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;status&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;pending&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;clarify_attempts&amp;#34;&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;resolved_at&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;null&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;resolution&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;null&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;selected_option&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;null&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;h3 id="72-inbox-file"&gt;7.2 Inbox File
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Location&lt;/strong&gt;: &lt;code&gt;~/.claude/discord_inbox.json&lt;/code&gt;&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-json" data-lang="json"&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;&amp;#34;last_message_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1234567890&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;messages&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:#f92672"&gt;&amp;#34;message_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1234567890&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;channel_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1234567890&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;thread_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;null&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;author&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;username&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;author_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;1234567890&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;content&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;Message content&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;timestamp&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;2026-03-01T00:00:00Z&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;read&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;false&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&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;hr&gt;
&lt;h2 id="8-architecture-principles"&gt;8. Architecture Principles
&lt;/h2&gt;&lt;h3 id="81-design-principles"&gt;8.1 Design Principles
&lt;/h3&gt;&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Singleton Pattern&lt;/strong&gt;: DiscordClient, StateStore, InboxStore are module-level singletons&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;State Persistence&lt;/strong&gt;: All decision request states are persisted to files&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Infinite Wait Default&lt;/strong&gt;: Timeout default is None so Claude does not proceed unilaterally&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Re-question Limit&lt;/strong&gt;: Ambiguous responses are re-asked up to 2 times&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Rate Limit Handling&lt;/strong&gt;: Automatic wait and retry on Discord API 429 responses&lt;/li&gt;
&lt;/ol&gt;
&lt;h3 id="82-error-handling"&gt;8.2 Error Handling
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Situation&lt;/th&gt;
					&lt;th&gt;Handling&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;Discord API 429&lt;/td&gt;
					&lt;td&gt;Automatic wait and retry (max 5 times)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;WebSocket disconnection&lt;/td&gt;
					&lt;td&gt;Reconnect with exponential backoff&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Response parsing failure&lt;/td&gt;
					&lt;td&gt;Re-question up to 2 times then abort&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Timeout occurrence&lt;/td&gt;
					&lt;td&gt;Send abort notification and set aborted state&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Session disconnect (SIGHUP)&lt;/td&gt;
					&lt;td&gt;Save as disconnected state&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;p&gt;&lt;em&gt;Document Version: 1.0.0&lt;/em&gt;
&lt;em&gt;Last Modified: 2026-03-02&lt;/em&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;strong&gt;Korean Version:&lt;/strong&gt; &lt;a class="link" href="https://blog.agentthread.dev/ko/post/2026-03-02-002-discord-decision-mcp-architecture-design/" &gt;한국어 버전&lt;/a&gt;&lt;/p&gt;</description></item><item><title>[Discord MCP] Gateway Architecture Design</title><link>https://blog.agentthread.dev/post/discord-gateway-mcp-architecture-design/</link><pubDate>Sun, 01 Mar 2026 01:13:00 +0900</pubDate><guid>https://blog.agentthread.dev/post/discord-gateway-mcp-architecture-design/</guid><description>&lt;p&gt;The Claude Code team designed a Discord Gateway Service for user communication via Discord. This article summarizes the key architecture decisions and user_comm Agent design.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="1-overall-architecture"&gt;1. Overall Architecture
&lt;/h2&gt;&lt;h3 id="components"&gt;Components
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Layer&lt;/th&gt;
					&lt;th&gt;Component&lt;/th&gt;
					&lt;th&gt;Role&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Discord&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Bot, Channel, Thread&lt;/td&gt;
					&lt;td&gt;User interface&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Gateway&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;WebSocket, REST API, SSE&lt;/td&gt;
					&lt;td&gt;Message routing&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;MCP&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;gcp-mcp, oci-mcp, db-mcp&lt;/td&gt;
					&lt;td&gt;Tool execution&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;user_comm&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Discord Agent&lt;/td&gt;
					&lt;td&gt;User communication&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="message-flow"&gt;Message Flow
&lt;/h3&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart LR
 subgraph D[Discord]
 U[User]
 end
 subgraph G[Gateway :8081]
 WS[WebSocket]
 API[REST API]
 SSE[SSE]
 end
 subgraph A[Claude Code Team]
 UC[user_comm]
 GCP[gcp-mcp]
 OCI[oci-mcp]
 DB[db-mcp]
 end

 U --&gt; WS
 WS --&gt; UC
 UC --&gt; API
 API --&gt; GCP
 API --&gt; OCI
 API --&gt; DB
 GCP --&gt; UC
 OCI --&gt; UC
 DB --&gt; UC
 UC --&gt; SSE
 SSE --&gt; U&lt;/pre&gt;&lt;hr&gt;
&lt;h2 id="2-user_comm-agent-user-communication-handler"&gt;2. user_comm Agent (User Communication Handler)
&lt;/h2&gt;&lt;h3 id="role-and-responsibilities"&gt;Role and Responsibilities
&lt;/h3&gt;&lt;p&gt;The user_comm Agent is a member of the Claude Code team, communicating with users through Discord channels and collaborating with other agents.&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Function&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Input Reception&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Receive Discord messages and route to appropriate agent&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Opinion Request&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Query user opinions at other agents&amp;rsquo; requests&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Notification/Report&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Send system status, warnings, reports&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;Team Communication&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;Exchange messages with other agents&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="internal-structure"&gt;Internal Structure
&lt;/h3&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart TB
 subgraph UC[user_comm Agent]
 DBot[Discord Bot]
 Agent[UserCommAgent]
 TComm[TeamCommunicator]
 DBot &lt;--&gt; Agent
 Agent &lt;--&gt; TComm
 end
 subgraph DAPI[Discord API]
 M[Messages]
 B[Buttons]
 T[Threads]
 end
 subgraph O[Other Agents]
 GCP[gcp-mcp]
 OCI[oci-mcp]
 AL[alert-mcp]
 end

 DBot &lt;--&gt; M
 DBot &lt;--&gt; B
 DBot &lt;--&gt; T
 TComm --&gt; GCP
 TComm --&gt; OCI
 TComm --&gt; AL&lt;/pre&gt;&lt;h3 id="message-types"&gt;Message Types
&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;class&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;MessageType&lt;/span&gt;(Enum):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; TASK_REQUEST &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;task_request&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Task request&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; NOTIFICATION &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;notification&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Notification&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; OPINION_REQUEST &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;opinion_request&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Opinion request&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; OPINION_RESPONSE &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;opinion_response&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Opinion response&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; STATUS_REPORT &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;status_report&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Status report&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ERROR &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;error&amp;#34;&lt;/span&gt; &lt;span style="color:#75715e"&gt;# Error&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="key-function-flows"&gt;Key Function Flows
&lt;/h3&gt;&lt;h4 id="input-reception-discord---agent"&gt;Input Reception (Discord -&amp;gt; Agent)
&lt;/h4&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;User: &amp;#34;@gcp-monitor check server status&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; DiscordBot.on_message
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; UserCommAgent._parse_command (target: gcp-monitor)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; TeamCommunicator.send_to_agent
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; Discord: &amp;#34;Request forwarded to gcp-monitor.&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h4 id="opinion-request-agent---discord"&gt;Opinion Request (Agent -&amp;gt; Discord)
&lt;/h4&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;gcp-monitor: &amp;#34;Clean up disk?&amp;#34; -&amp;gt; user_comm
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; DiscordBot.ask_opinion (wait for button or reply)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; User response
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; TeamCommunicator.send_to_agent (forward response)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h4 id="notificationreport-agent---discord"&gt;Notification/Report (Agent -&amp;gt; Discord)
&lt;/h4&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;oci-monitor: &amp;#34;Disk 92% warning&amp;#34; -&amp;gt; user_comm
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;gt; DiscordBot.send_message (Embed format)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="3-lightweight-architecture-without-redis"&gt;3. Lightweight Architecture Without Redis
&lt;/h2&gt;&lt;h3 id="why-remove-redis"&gt;Why Remove Redis?
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Item&lt;/th&gt;
					&lt;th&gt;With Redis&lt;/th&gt;
					&lt;th&gt;With In-Memory&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;Thread Lock&lt;/td&gt;
					&lt;td&gt;Redis SET NX&lt;/td&gt;
					&lt;td&gt;Python dict&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Event Distribution&lt;/td&gt;
					&lt;td&gt;Redis Streams&lt;/td&gt;
					&lt;td&gt;Direct SSE&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;State Storage&lt;/td&gt;
					&lt;td&gt;Redis Cache&lt;/td&gt;
					&lt;td&gt;Memory cache&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;&lt;strong&gt;Conclusion&lt;/strong&gt;: In-memory is sufficient for single-instance environments&lt;/p&gt;
&lt;h3 id="gateway-structure"&gt;Gateway Structure
&lt;/h3&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart TB
 subgraph GW[Gateway Service]
 Bot[Discord Bot]
 subgraph C[Core Components]
 Lock[Thread Lock]
 Cache[Message Cache]
 SSEMgr[SSE Manager]
 end
 end
 DAPI[Discord API] &lt;--&gt; Bot
 Bot --&gt; Lock
 Bot --&gt; Cache
 Bot --&gt; SSEMgr
 SSEMgr --&gt; Clients[WebSocket Clients]&lt;/pre&gt;&lt;h3 id="component-details"&gt;Component Details
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Module&lt;/th&gt;
					&lt;th&gt;Role&lt;/th&gt;
					&lt;th&gt;Features&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;Discord Bot&lt;/td&gt;
					&lt;td&gt;WebSocket connection&lt;/td&gt;
					&lt;td&gt;Auto-reconnect&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Thread Lock&lt;/td&gt;
					&lt;td&gt;Concurrency control&lt;/td&gt;
					&lt;td&gt;5min timeout&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Message Cache&lt;/td&gt;
					&lt;td&gt;Message storage&lt;/td&gt;
					&lt;td&gt;Max 1000 items&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;SSE Manager&lt;/td&gt;
					&lt;td&gt;Real-time delivery&lt;/td&gt;
					&lt;td&gt;Broadcast to all MCPs&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="4-mcp-selection-4-stage-hybrid"&gt;4. MCP Selection: 4-Stage Hybrid
&lt;/h2&gt;&lt;h3 id="selection-priority"&gt;Selection Priority
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th style="text-align: center"&gt;Rank&lt;/th&gt;
					&lt;th&gt;Method&lt;/th&gt;
					&lt;th&gt;Example&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td style="text-align: center"&gt;1&lt;/td&gt;
					&lt;td&gt;Slash Command&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;/gcp status&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Most explicit&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td style="text-align: center"&gt;2&lt;/td&gt;
					&lt;td&gt;@Mention&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;@gcp-monitor status&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Natural conversation&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td style="text-align: center"&gt;3&lt;/td&gt;
					&lt;td&gt;Keyword Detection&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;gcp server status&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Auto keyword recognition&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td style="text-align: center"&gt;4&lt;/td&gt;
					&lt;td&gt;Channel Assignment&lt;/td&gt;
					&lt;td&gt;#gcp-monitoring&lt;/td&gt;
					&lt;td&gt;Channel default MCP&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="fallback-order"&gt;Fallback Order
&lt;/h3&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart TD
 A[Message Received] --&gt; B{Slash Command?}
 B --&gt;|Yes| C[Route to MCP]
 B --&gt;|No| D{Mention?}
 D --&gt;|Yes| C
 D --&gt;|No| E{Keyword?}
 E --&gt;|Yes| C
 E --&gt;|No| F{Channel Default?}
 F --&gt;|Yes| C
 F --&gt;|No| G[Broadcast]&lt;/pre&gt;&lt;h3 id="slash-command-list"&gt;Slash Command List
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Command&lt;/th&gt;
					&lt;th&gt;MCP&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/gcp status [server]&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;gcp-mcp&lt;/td&gt;
					&lt;td&gt;GCP server status&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/gcp list&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;gcp-mcp&lt;/td&gt;
					&lt;td&gt;GCP instance list&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/oci status [server]&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;oci-mcp&lt;/td&gt;
					&lt;td&gt;OCI server status&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/oci list&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;oci-mcp&lt;/td&gt;
					&lt;td&gt;OCI instance list&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/db query &amp;lt;sql&amp;gt;&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;db-mcp&lt;/td&gt;
					&lt;td&gt;Execute DB query&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/db list&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;db-mcp&lt;/td&gt;
					&lt;td&gt;DB list&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;/alert check&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;alert-mcp&lt;/td&gt;
					&lt;td&gt;Check alerts&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="5-thread-lock-rules"&gt;5. Thread Lock Rules
&lt;/h2&gt;&lt;h3 id="lock-behavior"&gt;Lock Behavior
&lt;/h3&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;sequenceDiagram
 participant M1 as gcp-mcp
 participant GW as Gateway
 participant M2 as oci-mcp
 participant DT as Discord Thread

 Note over M1,DT: Lock Acquisition
 M1-&gt;&gt;+GW: Lock request
 GW--&gt;&gt;-M1: Lock acquired
 M1-&gt;&gt;DT: Send response

 Note over M2,GW: Lock Conflict
 M2-&gt;&gt;GW: Lock request
 GW--&gt;&gt;M2: Lock failed

 Note over M1,GW: 5min timeout
 GW-&gt;&gt;GW: Auto-release lock

 Note over M2,GW: Lock Retry
 M2-&gt;&gt;+GW: Lock request
 GW--&gt;&gt;-M2: Lock acquired&lt;/pre&gt;&lt;h3 id="lock-api"&gt;Lock API
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Method&lt;/th&gt;
					&lt;th&gt;Endpoint&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;POST&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;/api/threads/{id}/acquire&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Acquire lock&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;POST&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;/api/threads/{id}/release&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Release lock&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;GET&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;&lt;code&gt;/api/threads/{id}/lock&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Check lock status&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="requestresponse-example"&gt;Request/Response Example
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;Lock Acquire Request&lt;/strong&gt;&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;POST /api/threads/123456/acquire
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;agent_name&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;gcp-mcp&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;timeout&amp;#34;&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;300&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Lock Acquire Response&lt;/strong&gt;&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-json" data-lang="json"&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;&amp;#34;acquired&amp;#34;&lt;/span&gt;: &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;thread_id&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;123456&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;agent&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;gcp-mcp&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;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="6-mcp-tools-8"&gt;6. MCP Tools (8)
&lt;/h2&gt;&lt;h3 id="tool-list"&gt;Tool List
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Tool&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
					&lt;th&gt;Key Parameters&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_send_message&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Send message&lt;/td&gt;
					&lt;td&gt;channel_id, content&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_get_messages&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Get messages&lt;/td&gt;
					&lt;td&gt;channel_id, limit&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_wait_for_message&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Wait for message&lt;/td&gt;
					&lt;td&gt;channel_id, timeout&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_create_thread&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Create thread&lt;/td&gt;
					&lt;td&gt;channel_id, message_id&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_list_threads&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;List threads&lt;/td&gt;
					&lt;td&gt;channel_id&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_archive_thread&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Archive thread&lt;/td&gt;
					&lt;td&gt;thread_id&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_acquire_thread&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Acquire lock&lt;/td&gt;
					&lt;td&gt;thread_id, agent_name&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_release_thread&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Release lock&lt;/td&gt;
					&lt;td&gt;thread_id, agent_name&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="tool-relationships"&gt;Tool Relationships
&lt;/h3&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart LR
 subgraph Lock[Lock Tools]
 Acquire[acquire_thread]
 Release[release_thread]
 end
 subgraph Thread[Thread Tools]
 Create[create_thread]
 List[list_threads]
 Archive[archive_thread]
 end
 subgraph Msg[Message Tools]
 Send[send_message]
 Get[get_messages]
 Wait[wait_for_message]
 end

 Acquire --&gt; Create
 Create --&gt; Send
 Send --&gt; Release&lt;/pre&gt;&lt;h3 id="usage-examples"&gt;Usage Examples
&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Send message&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;discord_send_message(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; channel_id&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;123456789&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; content&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Server status: OK&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Create thread&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;discord_create_thread(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; channel_id&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;123456789&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; message_id&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;987654321&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Status Check&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&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Acquire lock&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;discord_acquire_thread(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; thread_id&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;111222333&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent_name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;gcp-mcp&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; timeout&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;300&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;hr&gt;
&lt;h2 id="7-file-structure"&gt;7. File Structure
&lt;/h2&gt;&lt;pre class="mermaid" style="visibility:hidden"&gt;flowchart TB
 subgraph P[server_monitor/]
 subgraph Gw[gateway/]
 M1[main.py]
 M2[discord_ws.py]
 M3[thread_lock.py]
 M4[sse.py]
 end
 subgraph Uc[user_comm/]
 A1[agent.py]
 A2[discord_bot.py]
 A3[team_comm.py]
 end
 subgraph Mcp[discord_mcp/]
 S1[server.py]
 end
 subgraph Sh[mcp_shared/]
 MO[monitor/]
 end
 subgraph Doc[docs/]
 D1[MCP_SELECTION_STRATEGY.md]
 D2[MCP_ROUTING_POLICY.md]
 end
 end&lt;/pre&gt;&lt;h3 id="directory-description"&gt;Directory Description
&lt;/h3&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Path&lt;/th&gt;
					&lt;th&gt;Description&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;gateway/&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Gateway Service (FastAPI)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;user_comm/&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;User Communication Agent&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;discord_mcp/&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;MCP Server (8 tools)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;mcp_shared/&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Shared MCP tools&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;code&gt;docs/&lt;/code&gt;&lt;/td&gt;
					&lt;td&gt;Documentation&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id="8-how-to-run"&gt;8. How to Run
&lt;/h2&gt;&lt;h3 id="local-execution"&gt;Local Execution
&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;&lt;span style="color:#75715e"&gt;# Start Gateway Service&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;uvicorn gateway.main:app --host 0.0.0.0 --port &lt;span style="color:#ae81ff"&gt;8081&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;# Start user_comm Agent (standalone mode)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;python main.py --standalone
&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;# Start user_comm Agent (team mode)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;python main.py --team server-monitor
&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;# Health check&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;curl http://localhost:8081/health
&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;# Response&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;{&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;status&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;healthy&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;discord_connected&amp;#34;&lt;/span&gt;: true&lt;span style="color:#f92672"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="claude-code-mcp-configuration"&gt;Claude Code MCP Configuration
&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-json" data-lang="json"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;// ~/.claude/settings.json
&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:#f92672"&gt;&amp;#34;mcpServers&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;discord-gateway&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;command&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;python3&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;args&amp;#34;&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#34;/path/to/discord_mcp/server.py&amp;#34;&lt;/span&gt;],
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;env&amp;#34;&lt;/span&gt;: {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;&amp;#34;GATEWAY_URL&amp;#34;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#34;http://localhost:8081&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&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&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="9-roadmap"&gt;9. Roadmap
&lt;/h2&gt;&lt;h3 id="phase-1-complete"&gt;Phase 1: Complete
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;input checked="" disabled="" type="checkbox"&gt; FastAPI Gateway Service&lt;/li&gt;
&lt;li&gt;&lt;input checked="" disabled="" type="checkbox"&gt; Discord WebSocket connection&lt;/li&gt;
&lt;li&gt;&lt;input checked="" disabled="" type="checkbox"&gt; Thread Lock (In-Memory)&lt;/li&gt;
&lt;li&gt;&lt;input checked="" disabled="" type="checkbox"&gt; SSE broadcast&lt;/li&gt;
&lt;li&gt;&lt;input checked="" disabled="" type="checkbox"&gt; MCP Server (8 tools)&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="phase-2-in-progress"&gt;Phase 2: In Progress
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; user_comm Agent implementation&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Slash command implementation&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Channel default MCP settings&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Keyword auto-detection&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Routing configuration file&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="phase-3-optional"&gt;Phase 3: Optional
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; API authentication (API Key)&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Rate Limiting&lt;/li&gt;
&lt;li&gt;&lt;input disabled="" type="checkbox"&gt; Message persistence (SQLite)&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="conclusion"&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;We chose a strategy of starting with a lightweight architecture and expanding when needed.&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Item&lt;/th&gt;
					&lt;th&gt;Current&lt;/th&gt;
					&lt;th&gt;Future&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;State Storage&lt;/td&gt;
					&lt;td&gt;In-Memory&lt;/td&gt;
					&lt;td&gt;SQLite (if needed)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Distributed Lock&lt;/td&gt;
					&lt;td&gt;Not used&lt;/td&gt;
					&lt;td&gt;Redis (multi-instance)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;Authentication&lt;/td&gt;
					&lt;td&gt;None&lt;/td&gt;
					&lt;td&gt;API Key (if needed)&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;User Communication&lt;/td&gt;
					&lt;td&gt;Gateway direct&lt;/td&gt;
					&lt;td&gt;user_comm Agent&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;The current structure is sufficient for single instances, and we plan to expand incrementally as traffic grows. The user_comm Agent systematizes user communication and improves collaboration with other agents on the team.&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;strong&gt;Korean Version:&lt;/strong&gt; &lt;a class="link" href="https://blog.agentthread.dev/ko/post/2026-03-01-013-discord-gateway-mcp-architecture-design/" &gt;한국어 버전&lt;/a&gt;&lt;/p&gt;</description></item><item><title>[Claude Code] Team Agent Communication Architecture</title><link>https://blog.agentthread.dev/post/2026-02-28-002-claude-code-team-agent-communication-architecture/</link><pubDate>Sat, 28 Feb 2026 14:07:38 +0900</pubDate><guid>https://blog.agentthread.dev/post/2026-02-28-002-claude-code-team-agent-communication-architecture/</guid><description>&lt;h1 id="claude-code-team-agent-communication-architecture-design"&gt;Claude Code Team Agent Communication Architecture Design
&lt;/h1&gt;&lt;h2 id="overview"&gt;Overview
&lt;/h2&gt;&lt;p&gt;When multiple AI agents collaborate in Claude Code, an efficient communication method is needed. This article shares the communication architecture designed while building a Discord-integrated server monitoring team.&lt;/p&gt;
&lt;h2 id="problem-definition"&gt;Problem Definition
&lt;/h2&gt;&lt;p&gt;Claude Code has two types of agents:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Python Processes (Daemon)&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Discord Gateway, user_comm_daemon, etc.&lt;/li&gt;
&lt;li&gt;Always running, filesystem access available&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;LLM Agents (Created as Tasks)&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;gcp-monitor, oci-monitor, alert-manager, etc.&lt;/li&gt;
&lt;li&gt;Use SendMessage tool, Claude Code native communication&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;Communication between these two types was needed.&lt;/p&gt;
&lt;h2 id="considered-approaches"&gt;Considered Approaches
&lt;/h2&gt;&lt;h3 id="1-file-based-message-queue-existing"&gt;1. File-based Message Queue (Existing)
&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Pros: Simple implementation, no dependencies
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Cons: Latency (~1s), file management required
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="2-websocket"&gt;2. WebSocket
&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Pros: Real-time bidirectional communication
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Cons: Server/client implementation required
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="3-grpc"&gt;3. gRPC
&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Pros: Strong type checking, streaming
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Cons: proto file management, high complexity
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="4-sqlite-message-hub-adopted"&gt;4. SQLite Message Hub (Adopted)
&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Pros: Fast (~10ms), transactions, no additional dependencies
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Cons: Works only on a single machine
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="final-architecture"&gt;Final Architecture
&lt;/h2&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-fallback" data-lang="fallback"&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;│ SQLite Message Hub (messages.db) │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ ~/.claude/teams/{team}/messages.db │
&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&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&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;│ Discord │ │ Python │ │ LLM │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ Gateway │ │ Daemon │ │ Agent │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ (Direct Access)│ │ (Direct Access)│ │ (MCP Tool) │
&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;h2 id="sqlite-message-hub-structure"&gt;SQLite Message Hub Structure
&lt;/h2&gt;&lt;h3 id="messages-table"&gt;Messages Table
&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-sql" data-lang="sql"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;TABLE&lt;/span&gt; messages (
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; id INTEGER &lt;span style="color:#66d9ef"&gt;PRIMARY&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;KEY&lt;/span&gt; AUTOINCREMENT,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; message_id TEXT &lt;span style="color:#66d9ef"&gt;UNIQUE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NULL&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sender TEXT &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NULL&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; recipient TEXT, &lt;span style="color:#75715e"&gt;-- NULL = broadcast
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; message_type TEXT &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;message&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; content TEXT &lt;span style="color:#66d9ef"&gt;NOT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;NULL&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; priority TEXT &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;normal&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; metadata TEXT &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;{}&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; status TEXT &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;pending&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; created_at &lt;span style="color:#66d9ef"&gt;TIMESTAMP&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;CURRENT_TIMESTAMP&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; processed_at &lt;span style="color:#66d9ef"&gt;TIMESTAMP&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; expires_at &lt;span style="color:#66d9ef"&gt;TIMESTAMP&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;h3 id="agent-status-table"&gt;Agent Status Table
&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-sql" data-lang="sql"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;CREATE&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;TABLE&lt;/span&gt; agent_status (
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent_name TEXT &lt;span style="color:#66d9ef"&gt;PRIMARY&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;KEY&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; status TEXT &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;offline&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; last_heartbeat &lt;span style="color:#66d9ef"&gt;TIMESTAMP&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; metadata TEXT &lt;span style="color:#66d9ef"&gt;DEFAULT&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;{}&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;h2 id="communication-methods"&gt;Communication Methods
&lt;/h2&gt;&lt;h3 id="llm-agent--llm-agent"&gt;LLM Agent ↔ LLM Agent
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;Use &lt;strong&gt;SendMessage&lt;/strong&gt; (Claude Code native)&lt;/li&gt;
&lt;li&gt;Auto-managed, idle notification provided&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="python--llm-agent"&gt;Python ↔ LLM Agent
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;SQLite Hub&lt;/strong&gt; + &lt;strong&gt;MCP Tool&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;Python accesses SQLite directly&lt;/li&gt;
&lt;li&gt;LLM Agent accesses via MCP Tool&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="mcp-server-implementation"&gt;MCP Server Implementation
&lt;/h2&gt;&lt;p&gt;MCP tools for LLM Agents:&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-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;@server.list_tools&lt;/span&gt;()
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;list_tools&lt;/span&gt;():
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; [
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Tool(name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;team_send_message&amp;#34;&lt;/span&gt;, &lt;span style="color:#f92672"&gt;...&lt;/span&gt;),
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Tool(name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;team_read_messages&amp;#34;&lt;/span&gt;, &lt;span style="color:#f92672"&gt;...&lt;/span&gt;),
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Tool(name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;team_broadcast&amp;#34;&lt;/span&gt;, &lt;span style="color:#f92672"&gt;...&lt;/span&gt;),
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Tool(name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;team_get_status&amp;#34;&lt;/span&gt;, &lt;span style="color:#f92672"&gt;...&lt;/span&gt;),
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Tool(name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;team_update_status&amp;#34;&lt;/span&gt;, &lt;span style="color:#f92672"&gt;...&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;h2 id="message-flow-example"&gt;Message Flow Example
&lt;/h2&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-fallback" data-lang="fallback"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;1. Discord user: &amp;#34;Hello&amp;#34;
&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;2. Discord Gateway → SQLite: INSERT message
&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;3. user_comm Daemon → SQLite: SELECT pending
&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;4. user_comm → SQLite: INSERT response
&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;5. Discord Gateway → SQLite: SELECT response
&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;6. Discord channel: &amp;#34;Hi there! 👋&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="performance-comparison"&gt;Performance Comparison
&lt;/h2&gt;&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th&gt;Method&lt;/th&gt;
					&lt;th&gt;Latency&lt;/th&gt;
					&lt;th&gt;Stability&lt;/th&gt;
					&lt;th&gt;Complexity&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td&gt;File-based&lt;/td&gt;
					&lt;td&gt;~1000ms&lt;/td&gt;
					&lt;td&gt;Medium&lt;/td&gt;
					&lt;td&gt;Low&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;WebSocket&lt;/td&gt;
					&lt;td&gt;~5ms&lt;/td&gt;
					&lt;td&gt;High&lt;/td&gt;
					&lt;td&gt;Medium&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td&gt;&lt;strong&gt;SQLite&lt;/strong&gt;&lt;/td&gt;
					&lt;td&gt;~10ms&lt;/td&gt;
					&lt;td&gt;High&lt;/td&gt;
					&lt;td&gt;Low&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h2 id="conclusion"&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;The SQLite Message Hub + MCP Server combination was most suitable for Claude Code team agent communication:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Low Latency&lt;/strong&gt;: 100x faster than file-based&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Stability&lt;/strong&gt;: Data integrity guaranteed through transactions&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Simplicity&lt;/strong&gt;: Uses Python&amp;rsquo;s built-in sqlite3 without additional dependencies&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Flexibility&lt;/strong&gt;: Both Python and LLM Agents use the same data source&lt;/li&gt;
&lt;/ol&gt;
&lt;hr&gt;
&lt;h2 id="code"&gt;Code
&lt;/h2&gt;&lt;p&gt;Core components:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;message_hub.py&lt;/code&gt;: SQLite Message Hub&lt;/li&gt;
&lt;li&gt;&lt;code&gt;team_comm_mcp_server.py&lt;/code&gt;: MCP Server&lt;/li&gt;
&lt;li&gt;&lt;code&gt;discord_gateway.py&lt;/code&gt;: Discord integration gateway&lt;/li&gt;
&lt;li&gt;&lt;code&gt;user_comm_daemon.py&lt;/code&gt;: Message processing daemon&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;p&gt;&lt;strong&gt;Korean Version:&lt;/strong&gt; &lt;a class="link" href="https://blog.agentthread.dev/ko/post/2026-02-28-002-claude-code-team-agent-communication-architecture/" &gt;한국어 버전&lt;/a&gt;&lt;/p&gt;</description></item></channel></rss>