[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-SuperClaude-Org--SuperClaude_Framework":3,"tool-SuperClaude-Org--SuperClaude_Framework":64},[4,17,27,35,43,56],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":16},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,3,"2026-04-05T11:01:52",[13,14,15],"开发框架","图像","Agent","ready",{"id":18,"name":19,"github_repo":20,"description_zh":21,"stars":22,"difficulty_score":23,"last_commit_at":24,"category_tags":25,"status":16},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",140436,2,"2026-04-05T23:32:43",[13,15,26],"语言模型",{"id":28,"name":29,"github_repo":30,"description_zh":31,"stars":32,"difficulty_score":23,"last_commit_at":33,"category_tags":34,"status":16},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",107662,"2026-04-03T11:11:01",[13,14,15],{"id":36,"name":37,"github_repo":38,"description_zh":39,"stars":40,"difficulty_score":23,"last_commit_at":41,"category_tags":42,"status":16},3704,"NextChat","ChatGPTNextWeb\u002FNextChat","NextChat 是一款轻量且极速的 AI 助手，旨在为用户提供流畅、跨平台的大模型交互体验。它完美解决了用户在多设备间切换时难以保持对话连续性，以及面对众多 AI 模型不知如何统一管理的痛点。无论是日常办公、学习辅助还是创意激发，NextChat 都能让用户随时随地通过网页、iOS、Android、Windows、MacOS 或 Linux 端无缝接入智能服务。\n\n这款工具非常适合普通用户、学生、职场人士以及需要私有化部署的企业团队使用。对于开发者而言，它也提供了便捷的自托管方案，支持一键部署到 Vercel 或 Zeabur 等平台。\n\nNextChat 的核心亮点在于其广泛的模型兼容性，原生支持 Claude、DeepSeek、GPT-4 及 Gemini Pro 等主流大模型，让用户在一个界面即可自由切换不同 AI 能力。此外，它还率先支持 MCP（Model Context Protocol）协议，增强了上下文处理能力。针对企业用户，NextChat 提供专业版解决方案，具备品牌定制、细粒度权限控制、内部知识库整合及安全审计等功能，满足公司对数据隐私和个性化管理的高标准要求。",87618,"2026-04-05T07:20:52",[13,26],{"id":44,"name":45,"github_repo":46,"description_zh":47,"stars":48,"difficulty_score":23,"last_commit_at":49,"category_tags":50,"status":16},2268,"ML-For-Beginners","microsoft\u002FML-For-Beginners","ML-For-Beginners 是由微软推出的一套系统化机器学习入门课程，旨在帮助零基础用户轻松掌握经典机器学习知识。这套课程将学习路径规划为 12 周，包含 26 节精炼课程和 52 道配套测验，内容涵盖从基础概念到实际应用的完整流程，有效解决了初学者面对庞大知识体系时无从下手、缺乏结构化指导的痛点。\n\n无论是希望转型的开发者、需要补充算法背景的研究人员，还是对人工智能充满好奇的普通爱好者，都能从中受益。课程不仅提供了清晰的理论讲解，还强调动手实践，让用户在循序渐进中建立扎实的技能基础。其独特的亮点在于强大的多语言支持，通过自动化机制提供了包括简体中文在内的 50 多种语言版本，极大地降低了全球不同背景用户的学习门槛。此外，项目采用开源协作模式，社区活跃且内容持续更新，确保学习者能获取前沿且准确的技术资讯。如果你正寻找一条清晰、友好且专业的机器学习入门之路，ML-For-Beginners 将是理想的起点。",84991,"2026-04-05T10:45:23",[14,51,52,53,15,54,26,13,55],"数据工具","视频","插件","其他","音频",{"id":57,"name":58,"github_repo":59,"description_zh":60,"stars":61,"difficulty_score":10,"last_commit_at":62,"category_tags":63,"status":16},3128,"ragflow","infiniflow\u002Fragflow","RAGFlow 是一款领先的开源检索增强生成（RAG）引擎，旨在为大语言模型构建更精准、可靠的上下文层。它巧妙地将前沿的 RAG 技术与智能体（Agent）能力相结合，不仅支持从各类文档中高效提取知识，还能让模型基于这些知识进行逻辑推理和任务执行。\n\n在大模型应用中，幻觉问题和知识滞后是常见痛点。RAGFlow 通过深度解析复杂文档结构（如表格、图表及混合排版），显著提升了信息检索的准确度，从而有效减少模型“胡编乱造”的现象，确保回答既有据可依又具备时效性。其内置的智能体机制更进一步，使系统不仅能回答问题，还能自主规划步骤解决复杂问题。\n\n这款工具特别适合开发者、企业技术团队以及 AI 研究人员使用。无论是希望快速搭建私有知识库问答系统，还是致力于探索大模型在垂直领域落地的创新者，都能从中受益。RAGFlow 提供了可视化的工作流编排界面和灵活的 API 接口，既降低了非算法背景用户的上手门槛，也满足了专业开发者对系统深度定制的需求。作为基于 Apache 2.0 协议开源的项目，它正成为连接通用大模型与行业专有知识之间的重要桥梁。",77062,"2026-04-04T04:44:48",[15,14,13,26,54],{"id":65,"github_repo":66,"name":67,"description_en":68,"description_zh":69,"ai_summary_zh":69,"readme_en":70,"readme_zh":71,"quickstart_zh":72,"use_case_zh":73,"hero_image_url":74,"owner_login":75,"owner_name":76,"owner_avatar_url":77,"owner_bio":78,"owner_company":79,"owner_location":79,"owner_email":80,"owner_twitter":79,"owner_website":81,"owner_url":82,"languages":83,"stars":100,"forks":101,"last_commit_at":102,"license":103,"difficulty_score":10,"env_os":104,"env_gpu":104,"env_ram":104,"env_deps":105,"category_tags":109,"github_topics":79,"view_count":110,"oss_zip_url":79,"oss_zip_packed_at":79,"status":16,"created_at":111,"updated_at":112,"faqs":113,"releases":142},1094,"SuperClaude-Org\u002FSuperClaude_Framework","SuperClaude_Framework","A configuration framework that enhances Claude Code with specialized commands, cognitive personas, and development methodologies.","SuperClaude_Framework 是一个基于Claude Code的元编程配置框架，通过注入行为指令和组件编排，将原始代码能力升级为结构化开发平台。它提供系统化的工作流自动化工具，支持从创意构思到部署的全流程管理，解决传统开发中碎片化操作、效率低下和协作困难等问题。\n\n该工具特别适合需要高效开发流程的开发者和研究人员，尤其适用于需要复杂任务拆解与多角色协作的场景。其核心优势在于30个覆盖全生命周期的命令、20个专业AI代理及7种行为模式，配合8个MCP服务器集成，可灵活应对不同项目需求。框架还支持多语言文档和模块化扩展，便于团队定制化使用。通过标准化配置和智能调度，帮助用户更专注于核心逻辑实现，降低开发门槛。","\u003Cdiv align=\"center\">\n\n# 🚀 SuperClaude Framework\n\n[![Run in Smithery](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_2f5e3517cd98.png)](https:\u002F\u002Fsmithery.ai\u002Fskills?ns=SuperClaude-Org&utm_source=github&utm_medium=badge)\n\n\n### **Transform Claude Code into a Structured Development Platform**\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhesreallyhim\u002Fawesome-claude-code\u002F\">\n  \u003Cimg src=\"https:\u002F\u002Fawesome.re\u002Fmentioned-badge-flat.svg\" alt=\"Mentioned in Awesome Claude Code\">\n  \u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperGemini_Framework\" target=\"_blank\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTry-SuperGemini_Framework-blue\" alt=\"Try SuperGemini Framework\"\u002F>\n\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperQwen_Framework\" target=\"_blank\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTry-SuperQwen_Framework-orange\" alt=\"Try SuperQwen Framework\"\u002F>\n\u003C\u002Fa>\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fversion-4.3.0-blue\" alt=\"Version\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Factions\u002Fworkflows\u002Ftest.yml\">\n    \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Factions\u002Fworkflows\u002Ftest.yml\u002Fbadge.svg\" alt=\"Tests\">\n  \u003C\u002Fa>\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-MIT-yellow.svg\" alt=\"License\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FPRs-welcome-brightgreen.svg\" alt=\"PRs Welcome\">\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fsuperclaude.netlify.app\u002F\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🌐_Visit_Website-blue\" alt=\"Website\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fpypi.org\u002Fproject\u002Fsuperclaude\u002F\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fpypi\u002Fv\u002FSuperClaude.svg?\" alt=\"PyPI\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fpepy.tech\u002Fprojects\u002Fsuperclaude\">\n    \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_e90b9c2627e5.png\" alt=\"PyPI sats\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@bifrost_inc\u002Fsuperclaude\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fv\u002F@bifrost_inc\u002Fsuperclaude.svg\" alt=\"npm\">\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"README.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🇺🇸_English-blue\" alt=\"English\">\n  \u003C\u002Fa>\n  \u003Ca href=\"README-zh.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🇨🇳_中文-red\" alt=\"中文\">\n  \u003C\u002Fa>\n  \u003Ca href=\"README-ja.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🇯🇵_日本語-green\" alt=\"日本語\">\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"#-quick-installation\">Quick Start\u003C\u002Fa> •\n  \u003Ca href=\"#-support-the-project\">Support\u003C\u002Fa> •\n  \u003Ca href=\"#-whats-new-in-v4\">Features\u003C\u002Fa> •\n  \u003Ca href=\"#-documentation\">Docs\u003C\u002Fa> •\n  \u003Ca href=\"#-contributing\">Contributing\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 📊 **Framework Statistics**\n\n| **Commands** | **Agents** | **Modes** | **MCP Servers** |\n|:------------:|:----------:|:---------:|:---------------:|\n| **30** | **20** | **7** | **8** |\n| Slash Commands | Specialized AI | Behavioral | Integrations |\n\n30 slash commands covering the complete development lifecycle from brainstorming to deployment.\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🎯 **Overview**\n\nSuperClaude is a **meta-programming configuration framework** that transforms Claude Code into a structured development platform through behavioral instruction injection and component orchestration. It provides systematic workflow automation with powerful tools and intelligent agents.\n\n\n## Disclaimer\n\nThis project is not affiliated with or endorsed by Anthropic.\nClaude Code is a product built and maintained by [Anthropic](https:\u002F\u002Fwww.anthropic.com\u002F).\n\n## 📖 **For Developers & Contributors**\n\n**Essential documentation for working with SuperClaude Framework:**\n\n| Document | Purpose | When to Read |\n|----------|---------|--------------|\n| **[PLANNING.md](PLANNING.md)** | Architecture, design principles, absolute rules | Session start, before implementation |\n| **[TASK.md](TASK.md)** | Current tasks, priorities, backlog | Daily, before starting work |\n| **[KNOWLEDGE.md](KNOWLEDGE.md)** | Accumulated insights, best practices, troubleshooting | When encountering issues, learning patterns |\n| **[CONTRIBUTING.md](CONTRIBUTING.md)** | Contribution guidelines, workflow | Before submitting PRs |\n| **[Commands Reference](docs\u002Fuser-guide\u002Fcommands.md)** | Complete reference for all 30 `\u002Fsc:*` commands with syntax, examples, workflows, and decision guides | Learning SuperClaude, choosing the right command |\n\n> **💡 Pro Tip**: Claude Code reads these files at session start to ensure consistent, high-quality development aligned with project standards.\n>\n> **📚 New to SuperClaude?** Start with [Commands Reference](docs\u002Fuser-guide\u002Fcommands.md) — it contains visual decision trees, detailed command comparisons, and workflow examples to help you understand which commands to use and when.\n\n## ⚡ **Quick Installation**\n\n> **IMPORTANT**: The TypeScript plugin system described in older documentation is\n> not yet available (planned for v5.0). For current installation\n> instructions, please follow the steps below for v4.x.\n\n### **Current Stable Version (v4.3.0)**\n\nSuperClaude currently uses slash commands.\n\n**Option 1: pipx (Recommended)**\n```bash\n# Install from PyPI\npipx install superclaude\n\n# Install commands (installs all 30 slash commands)\nsuperclaude install\n\n# Install MCP servers (optional, for enhanced capabilities)\nsuperclaude mcp --list         # List available MCP servers\nsuperclaude mcp                # Interactive installation\nsuperclaude mcp --servers tavily --servers context7  # Install specific servers\n\n# Verify installation\nsuperclaude install --list\nsuperclaude doctor\n```\n\nAfter installation, restart Claude Code to use 30 commands including:\n- `\u002Fsc:research` - Deep web research (enhanced with Tavily MCP)\n- `\u002Fsc:brainstorm` - Structured brainstorming\n- `\u002Fsc:implement` - Code implementation\n- `\u002Fsc:test` - Testing workflows\n- `\u002Fsc:pm` - Project management\n- `\u002Fsc` - Show all 30 available commands\n\n**Option 2: Direct Installation from Git**\n```bash\n# Clone the repository\ngit clone https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework.git\ncd SuperClaude_Framework\n\n# Run the installation script\n.\u002Finstall.sh\n```\n\n### **Coming in v5.0 (In Development)**\n\nWe are actively working on a new TypeScript plugin system (see issue [#419](https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fissues\u002F419) for details). When released, installation will be simplified to:\n\n```bash\n# This feature is not yet available\n\u002Fplugin marketplace add SuperClaude-Org\u002Fsuperclaude-plugin-marketplace\n\u002Fplugin install superclaude\n```\n\n**Status**: In development. No ETA has been set.\n\n### **Enhanced Performance (Optional MCPs)**\n\nFor **2-3x faster** execution and **30-50% fewer tokens**, optionally install MCP servers:\n\n```bash\n# Optional MCP servers for enhanced performance (via airis-mcp-gateway):\n# - Serena: Code understanding (2-3x faster)\n# - Sequential: Token-efficient reasoning (30-50% fewer tokens)\n# - Tavily: Web search for Deep Research\n# - Context7: Official documentation lookup\n# - Mindbase: Semantic search across all conversations (optional enhancement)\n\n# Note: Error learning available via built-in ReflexionMemory (no installation required)\n# Mindbase provides semantic search enhancement (requires \"recommended\" profile)\n# Install MCP servers: https:\u002F\u002Fgithub.com\u002Fagiletec-inc\u002Fairis-mcp-gateway\n# See docs\u002Fmcp\u002Fmcp-integration-policy.md for details\n```\n\n**Performance Comparison:**\n- **Without MCPs**: Fully functional, standard performance ✅\n- **With MCPs**: 2-3x faster, 30-50% fewer tokens ⚡\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 💖 **Support the Project**\n\n> Hey, let's be real - maintaining SuperClaude takes time and resources.\n> \n> *The Claude Max subscription alone runs $100\u002Fmonth for testing, and that's before counting the hours spent on documentation, bug fixes, and feature development.*\n> *If you're finding value in SuperClaude for your daily work, consider supporting the project.*\n> *Even a few dollars helps cover the basics and keeps development active.*\n> \n> Every contributor matters, whether through code, feedback, or support. Thanks for being part of this community! 🙏\n\n\u003Ctable>\n\u003Ctr>\n\u003Ctd align=\"center\" width=\"33%\">\n  \n### ☕ **Ko-fi**\n[![Ko-fi](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FSupport_on-Ko--fi-ff5e5b?logo=ko-fi)](https:\u002F\u002Fko-fi.com\u002Fsuperclaude)\n\n*One-time contributions*\n\n\u003C\u002Ftd>\n\u003Ctd align=\"center\" width=\"33%\">\n\n### 🎯 **Patreon**\n[![Patreon](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FBecome_a-Patron-f96854?logo=patreon)](https:\u002F\u002Fpatreon.com\u002Fsuperclaude)\n\n*Monthly support*\n\n\u003C\u002Ftd>\n\u003Ctd align=\"center\" width=\"33%\">\n\n### 💜 **GitHub**\n[![GitHub Sponsors](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FGitHub-Sponsor-30363D?logo=github-sponsors)](https:\u002F\u002Fgithub.com\u002Fsponsors\u002FSuperClaude-Org)\n\n*Flexible tiers*\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n### **Your Support Enables:**\n\n| Item | Cost\u002FImpact |\n|------|-------------|\n| 🔬 **Claude Max Testing** | $100\u002Fmonth for validation & testing |\n| ⚡ **Feature Development** | New capabilities & improvements |\n| 📚 **Documentation** | Comprehensive guides & examples |\n| 🤝 **Community Support** | Quick issue responses & help |\n| 🔧 **MCP Integration** | Testing new server connections |\n| 🌐 **Infrastructure** | Hosting & deployment costs |\n\n> **Note:** No pressure though - the framework stays open source regardless. Just knowing people use and appreciate it is motivating. Contributing code, documentation, or spreading the word helps too! 🙏\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🎉 **What's New in v4.1**\n\n> *Version 4.1 focuses on stabilizing the slash command architecture, enhancing agent capabilities, and improving documentation.*\n\n\u003Ctable>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 🤖 **Smarter Agent System**\n**20 specialized agents** with domain expertise:\n- PM Agent ensures continuous learning through systematic documentation\n- Deep Research agent for autonomous web research\n- Security engineer catches real vulnerabilities\n- Frontend architect understands UI patterns\n- Automatic coordination based on context\n- Domain-specific expertise on demand\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### ⚡ **Optimized Performance**\n**Smaller framework, bigger projects:**\n- Reduced framework footprint\n- More context for your code\n- Longer conversations possible\n- Complex operations enabled\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 🔧 **MCP Server Integration**\n**8 powerful servers** with easy CLI installation:\n\n```bash\n# List available MCP servers\nsuperclaude mcp --list\n\n# Install specific servers\nsuperclaude mcp --servers tavily context7\n\n# Interactive installation\nsuperclaude mcp\n```\n\n**Available servers:**\n- **Tavily** → Primary web search (Deep Research)\n- **Context7** → Official documentation lookup\n- **Sequential-Thinking** → Multi-step reasoning\n- **Serena** → Session persistence & memory\n- **Playwright** → Cross-browser automation\n- **Magic** → UI component generation\n- **Morphllm-Fast-Apply** → Context-aware code modifications\n- **Chrome DevTools** → Performance analysis\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🎯 **Behavioral Modes**\n**7 adaptive modes** for different contexts:\n- **Brainstorming** → Asks right questions\n- **Business Panel** → Multi-expert strategic analysis\n- **Deep Research** → Autonomous web research\n- **Orchestration** → Efficient tool coordination\n- **Token-Efficiency** → 30-50% context savings\n- **Task Management** → Systematic organization\n- **Introspection** → Meta-cognitive analysis\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 📚 **Documentation Overhaul**\n**Complete rewrite** for developers:\n- Real examples & use cases\n- Common pitfalls documented\n- Practical workflows included\n- Better navigation structure\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🧪 **Enhanced Stability**\n**Focus on reliability:**\n- Bug fixes for core commands\n- Improved test coverage\n- More robust error handling\n- CI\u002FCD pipeline improvements\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🔬 **Deep Research Capabilities**\n\n### **Autonomous Web Research Aligned with DR Agent Architecture**\n\nSuperClaude v4.2 introduces comprehensive Deep Research capabilities, enabling autonomous, adaptive, and intelligent web research.\n\n\u003Ctable>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 🎯 **Adaptive Planning**\n**Three intelligent strategies:**\n- **Planning-Only**: Direct execution for clear queries\n- **Intent-Planning**: Clarification for ambiguous requests\n- **Unified**: Collaborative plan refinement (default)\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🔄 **Multi-Hop Reasoning**\n**Up to 5 iterative searches:**\n- Entity expansion (Paper → Authors → Works)\n- Concept deepening (Topic → Details → Examples)\n- Temporal progression (Current → Historical)\n- Causal chains (Effect → Cause → Prevention)\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 📊 **Quality Scoring**\n**Confidence-based validation:**\n- Source credibility assessment (0.0-1.0)\n- Coverage completeness tracking\n- Synthesis coherence evaluation\n- Minimum threshold: 0.6, Target: 0.8\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🧠 **Case-Based Learning**\n**Cross-session intelligence:**\n- Pattern recognition and reuse\n- Strategy optimization over time\n- Successful query formulations saved\n- Performance improvement tracking\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n### **Research Command Usage**\n\n```bash\n# Basic research with automatic depth\n\u002Fresearch \"latest AI developments 2024\"\n\n# Controlled research depth (via options in TypeScript)\n\u002Fresearch \"quantum computing breakthroughs\"  # depth: exhaustive\n\n# Specific strategy selection\n\u002Fresearch \"market analysis\"  # strategy: planning-only\n\n# Domain-filtered research (Tavily MCP integration)\n\u002Fresearch \"React patterns\"  # domains: reactjs.org,github.com\n```\n\n### **Research Depth Levels**\n\n| Depth | Sources | Hops | Time | Best For |\n|:-----:|:-------:|:----:|:----:|----------|\n| **Quick** | 5-10 | 1 | ~2min | Quick facts, simple queries |\n| **Standard** | 10-20 | 3 | ~5min | General research (default) |\n| **Deep** | 20-40 | 4 | ~8min | Comprehensive analysis |\n| **Exhaustive** | 40+ | 5 | ~10min | Academic-level research |\n\n### **Integrated Tool Orchestration**\n\nThe Deep Research system intelligently coordinates multiple tools:\n- **Tavily MCP**: Primary web search and discovery\n- **Playwright MCP**: Complex content extraction\n- **Sequential MCP**: Multi-step reasoning and synthesis\n- **Serena MCP**: Memory and learning persistence\n- **Context7 MCP**: Technical documentation lookup\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 📚 **Documentation**\n\n### **Complete Guide to SuperClaude**\n\n\u003Ctable>\n\u003Ctr>\n\u003Cth align=\"center\">🚀 Getting Started\u003C\u002Fth>\n\u003Cth align=\"center\">📖 User Guides\u003C\u002Fth>\n\u003Cth align=\"center\">🛠️ Developer Resources\u003C\u002Fth>\n\u003Cth align=\"center\">📋 Reference\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd valign=\"top\">\n\n- 📝 [**Quick Start Guide**](docs\u002Fgetting-started\u002Fquick-start.md)  \n  *Get up and running fast*\n\n- 💾 [**Installation Guide**](docs\u002Fgetting-started\u002Finstallation.md)  \n  *Detailed setup instructions*\n\n\u003C\u002Ftd>\n\u003Ctd valign=\"top\">\n\n- 🎯 [**Slash Commands**](docs\u002Freference\u002Fcommands-list.md)\n  *All 30 commands organized by category*\n\n- 🤖 [**Agents Guide**](docs\u002Fuser-guide\u002Fagents.md)  \n  *20 specialized agents*\n\n- 🎨 [**Behavioral Modes**](docs\u002Fuser-guide\u002Fmodes.md)  \n  *7 adaptive modes*\n\n- 🚩 [**Flags Guide**](docs\u002Fuser-guide\u002Fflags.md)  \n  *Control behaviors*\n\n- 🔧 [**MCP Servers**](docs\u002Fuser-guide\u002Fmcp-servers.md)  \n  *8 server integrations*\n\n- 💼 [**Session Management**](docs\u002Fuser-guide\u002Fsession-management.md)  \n  *Save & restore state*\n\n\u003C\u002Ftd>\n\u003Ctd valign=\"top\">\n\n- 🏗️ [**Technical Architecture**](docs\u002Fdeveloper-guide\u002Ftechnical-architecture.md)  \n  *System design details*\n\n- 💻 [**Contributing Code**](docs\u002Fdeveloper-guide\u002Fcontributing-code.md)  \n  *Development workflow*\n\n- 🧪 [**Testing & Debugging**](docs\u002Fdeveloper-guide\u002Ftesting-debugging.md)  \n  *Quality assurance*\n\n\u003C\u002Ftd>\n\u003Ctd valign=\"top\">\n- 📓 [**Examples Cookbook**](docs\u002Freference\u002Fexamples-cookbook.md)  \n  *Real-world recipes*\n\n- 🔍 [**Troubleshooting**](docs\u002Freference\u002Ftroubleshooting.md)  \n  *Common issues & fixes*\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🤝 **Contributing**\n\n### **Join the SuperClaude Community**\n\nWe welcome contributions of all kinds! Here's how you can help:\n\n| Priority | Area | Description |\n|:--------:|------|-------------|\n| 📝 **High** | Documentation | Improve guides, add examples, fix typos |\n| 🔧 **High** | MCP Integration | Add server configs, test integrations |\n| 🎯 **Medium** | Workflows | Create command patterns & recipes |\n| 🧪 **Medium** | Testing | Add tests, validate features |\n| 🌐 **Low** | i18n | Translate docs to other languages |\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"CONTRIBUTING.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F📖_Read-Contributing_Guide-blue\" alt=\"Contributing Guide\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fgraphs\u002Fcontributors\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F👥_View-All_Contributors-green\" alt=\"Contributors\">\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## ⚖️ **License**\n\nThis project is licensed under the **MIT License** - see the [LICENSE](LICENSE) file for details.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-MIT-yellow.svg?\" alt=\"MIT License\">\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## ⭐ **Star History**\n\n\u003Ca href=\"https:\u002F\u002Fwww.star-history.com\u002F#SuperClaude-Org\u002FSuperClaude_Framework&Timeline\">\n \u003Cpicture>\n   \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_f9c66eb67a46.png&theme=dark\" \u002F>\n   \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_f9c66eb67a46.png\" \u002F>\n   \u003Cimg alt=\"Star History Chart\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_f9c66eb67a46.png\" \u002F>\n \u003C\u002Fpicture>\n\u003C\u002Fa>\n\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n### **🚀 Built with passion by the SuperClaude community**\n\n\u003Cp align=\"center\">\n  \u003Csub>Made with ❤️ for developers who push boundaries\u003C\u002Fsub>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"#-superclaude-framework\">Back to Top ↑\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n## 📋 **All 30 Commands**\n\n\u003Cdetails>\n\u003Csummary>\u003Cb>Click to expand full command list\u003C\u002Fb>\u003C\u002Fsummary>\n\n### 🧠 Planning & Design (4)\n- `\u002Fbrainstorm` - Structured brainstorming\n- `\u002Fdesign` - System architecture\n- `\u002Festimate` - Time\u002Feffort estimation\n- `\u002Fspec-panel` - Specification analysis\n\n### 💻 Development (5)\n- `\u002Fimplement` - Code implementation\n- `\u002Fbuild` - Build workflows\n- `\u002Fimprove` - Code improvements\n- `\u002Fcleanup` - Refactoring\n- `\u002Fexplain` - Code explanation\n\n### 🧪 Testing & Quality (4)\n- `\u002Ftest` - Test generation\n- `\u002Fanalyze` - Code analysis\n- `\u002Ftroubleshoot` - Debugging\n- `\u002Freflect` - Retrospectives\n\n### 📚 Documentation (2)\n- `\u002Fdocument` - Doc generation\n- `\u002Fhelp` - Command help\n\n### 🔧 Version Control (1)\n- `\u002Fgit` - Git operations\n\n### 📊 Project Management (3)\n- `\u002Fpm` - Project management\n- `\u002Ftask` - Task tracking\n- `\u002Fworkflow` - Workflow automation\n\n### 🔍 Research & Analysis (2)\n- `\u002Fresearch` - Deep web research\n- `\u002Fbusiness-panel` - Business analysis\n\n### 🎯 Utilities (9)\n- `\u002Fagent` - AI agents\n- `\u002Findex-repo` - Repository indexing\n- `\u002Findex` - Indexing alias\n- `\u002Frecommend` - Command recommendations\n- `\u002Fselect-tool` - Tool selection\n- `\u002Fspawn` - Parallel tasks\n- `\u002Fload` - Load sessions\n- `\u002Fsave` - Save sessions\n- `\u002Fsc` - Show all commands\n\n[**📖 View Detailed Command Reference →**](docs\u002Freference\u002Fcommands-list.md)\n\n\u003C\u002Fdetails>\n\n","\u003Cdiv align=\"center\">\n\n# 🚀 SuperClaude 框架\n\n[![Run in Smithery](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_2f5e3517cd98.png)](https:\u002F\u002Fsmithery.ai\u002Fskills?ns=SuperClaude-Org&utm_source=github&utm_medium=badge)\n\n\n### **将 Claude Code 转变为结构化开发平台**\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhesreallyhim\u002Fawesome-claude-code\u002F\">\n  \u003Cimg src=\"https:\u002F\u002Fawesome.re\u002Fmentioned-badge-flat.svg\" alt=\"在Awesome Claude Code中提及\">\n  \u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperGemini_Framework\" target=\"_blank\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTry-SuperGemini_Framework-blue\" alt=\"试用 SuperGemini Framework\"\u002F>\n\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperQwen_Framework\" target=\"_blank\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTry-SuperQwen_Framework-orange\" alt=\"试用 SuperQwen Framework\"\u002F>\n\u003C\u002Fa>\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fversion-4.3.0-blue\" alt=\"版本\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Factions\u002Fworkflows\u002Ftest.yml\">\n    \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Factions\u002Fworkflows\u002Ftest.yml\u002Fbadge.svg\" alt=\"测试\">\n  \u003C\u002Fa>\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-MIT-yellow.svg\" alt=\"许可协议\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FPRs-welcome-brightgreen.svg\" alt=\"欢迎PR\">\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fsuperclaude.netlify.app\u002F\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🌐_访问官网-blue\" alt=\"官网\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fpypi.org\u002Fproject\u002Fsuperclaude\u002F\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fpypi\u002Fv\u002FSuperClaude.svg?\" alt=\"PyPI\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fpepy.tech\u002Fprojects\u002Fsuperclaude\">\n    \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_626da1badb0c.png\" alt=\"PyPI统计\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@bifrost_inc\u002Fsuperclaude\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fv\u002F@bifrost_inc\u002Fsuperclaude.svg\" alt=\"npm\">\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"README.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🇺🇸_英文-blue\" alt=\"英文\">\n  \u003C\u002Fa>\n  \u003Ca href=\"README-zh.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🇨🇳_中文-red\" alt=\"中文\">\n  \u003C\u002Fa>\n  \u003Ca href=\"README-ja.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🇯🇵_日文-green\" alt=\"日文\">\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"#-快速安装\">快速开始\u003C\u002Fa> •\n  \u003Ca href=\"#-支持项目\">支持\u003C\u002Fa> •\n  \u003Ca href=\"#-v4版新特性\">特性\u003C\u002Fa> •\n  \u003Ca href=\"#-文档\">文档\u003C\u002Fa> •\n  \u003Ca href=\"#-贡献指南\">贡献\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 📊 **框架统计**\n\n| **命令** | **代理** | **模式** | **MCP 服务器** |\n|:------------:|:----------:|:---------:|:---------------:|\n| **30** | **20** | **7** | **8** |\n| 斜杠命令 | 专业AI | 行为模式 | 集成服务 |\n\n30个斜杠命令覆盖从头脑风暴到部署的完整开发生命周期。\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🎯 **概述**\n\nSuperClaude 是一个**元编程配置框架**（meta-programming configuration framework），通过行为指令注入和组件编排将 Claude Code 转变为结构化开发平台。它提供系统化的工作流自动化、强大工具和智能代理。\n\n## 免责声明\n\n本项目与 Anthropic 无任何关联或授权。\nClaude Code 是 [Anthropic](https:\u002F\u002Fwww.anthropic.com\u002F) 公司构建和维护的产品。\n\n## 📖 **开发者与贡献者指南**\n\n**使用 SuperClaude 框架必备文档：**\n\n| 文档 | 用途 | 阅读时机 |\n|----------|---------|--------------|\n| **[PLANNING.md](PLANNING.md)** | 架构设计、原则、绝对规则 | 会话开始前、实现前 |\n| **[TASK.md](TASK.md)** | 当前任务、优先级、待办清单 | 每日工作前 |\n| **[KNOWLEDGE.md](KNOWLEDGE.md)** | 知识积累、最佳实践、故障排除 | 遇到问题时、学习模式 |\n| **[CONTRIBUTING.md](CONTRIBUTING.md)** | 贡献指南、工作流 | 提交PR前 |\n| **[命令参考](docs\u002Fuser-guide\u002Fcommands.md)** | 30个 `\u002Fsc:*` 命令完整参考（含语法、示例、工作流、决策指南） | 学习框架、选择命令时 |\n\n> **💡 专业提示**: Claude Code 会在会话开始时读取这些文件，确保开发符合项目标准。\n>\n> **📚 初学者指南**：从 [命令参考](docs\u002Fuser-guide\u002Fcommands.md) 开始 — 包含可视化决策树、详细命令对比和工作流示例，帮助您理解何时使用哪些命令。\n\n## ⚡ **快速安装**\n\n> **重要提示**：旧文档中描述的 TypeScript 插件系统\n> 尚未可用（计划在 v5.0 实现）。当前安装\n> 请按以下 v4.x 步骤操作。\n\n### **当前稳定版本 (v4.3.0)**\n\nSuperClaude 当前使用斜杠命令。\n\n**选项 1：pipx 安装（推荐）**\n```bash\n# 从 PyPI 安装\npipx install superclaude\n\n# 安装命令（安装全部30个斜杠命令）\nsuperclaude install\n\n# 安装 MCP 服务器（可选，增强功能）\nsuperclaude mcp --list         # 列出可用 MCP 服务器\nsuperclaude mcp                # 交互式安装\nsuperclaude mcp --servers tavily --servers context7  # 安装指定服务器\n\n# 验证安装\nsuperclaude install --list\nsuperclaude doctor\n```\n\n安装后重启 Claude Code 即可使用以下30个命令：\n- `\u002Fsc:research` - 深度网络搜索（通过 Tavily MCP 增强）\n- `\u002Fsc:brainstorm` - 结构化头脑风暴\n- `\u002Fsc:implement` - 代码实现\n- `\u002Fsc:test` - 测试工作流\n- `\u002Fsc:pm` - 项目管理\n- `\u002Fsc` - 显示全部30个可用命令\n\n**选项 2：从 Git 直接安装**\n```bash\n# 克隆仓库\ngit clone https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework.git\ncd SuperClaude_Framework\n\n# 运行安装脚本\n.\u002Finstall.sh\n```\n\n### **v5.0 即将推出（开发中）**\n\n我们正在开发新的 TypeScript 插件系统（详见问题 [#419](https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fissues\u002F419)）。发布后安装将简化为：\n\n```bash\n# 此功能尚未可用\n\u002Fplugin marketplace add SuperClaude-Org\u002Fsuperclaude-plugin-marketplace\n\u002Fplugin install superclaude\n```\n\n**状态**：开发中。尚未确定发布日期。\n\n### **增强性能（可选 MCP 服务）**\n\n如需**2-3倍更快**的执行速度和**30-50% 更少token消耗**，可选安装 MCP 服务器：\n\n```bash\n# 可选 MCP 服务器（通过 airis-mcp-gateway）：\n# - Serena: 代码理解（2-3倍更快）\n# - Sequential: 高效推理（减少30-50% token）\n# - Tavily: 网络搜索（深度研究）\n# - Context7: 官方文档查询\n\n# - Mindbase：跨所有对话的语义搜索（可选增强功能）\n\n# 注意：通过内置 ReflexionMemory 可用错误学习功能（无需安装）\n# Mindbase 提供语义搜索增强功能（需要 \"recommended\" 配置文件）\n# 安装 MCP 服务器：https:\u002F\u002Fgithub.com\u002Fagiletec-inc\u002Fairis-mcp-gateway\n# 详情请见 docs\u002Fmcp\u002Fmcp-integration-policy.md\n\n```\n\n**性能对比：**\n- **无 MCP**：功能完整，标准性能 ✅\n- **有 MCP**：2-3 倍速度提升，30-50% 更少 token ⚡\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 💖 **支持项目发展**\n\n> 说真的，维护 SuperClaude 需要投入大量时间和资源。\n> \n> *仅 Claude Max 订阅测试每月就需要 100 美元，这还没算上文档编写、漏洞修复和功能开发所花费的时间。*\n> *如果您在日常工作中发现 SuperClaude 对您有帮助，欢迎考虑支持本项目。*\n> *即使几美元也能帮助覆盖基础开销并保持开发进度。*\n> \n> 每位贡献者都很重要，无论是通过代码、反馈还是资金支持。感谢您成为这个社区的一员！🙏\n\n\u003Ctable>\n\u003Ctr>\n\u003Ctd align=\"center\" width=\"33%\">\n  \n### ☕ **Ko-fi**\n[![Ko-fi](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FSupport_on-Ko--fi-ff5e5b?logo=ko-fi)](https:\u002F\u002Fko-fi.com\u002Fsuperclaude)\n\n*一次性捐赠*\n\n\u003C\u002Ftd>\n\u003Ctd align=\"center\" width=\"33%\">\n\n### 🎯 **Patreon**\n[![Patreon](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FBecome_a-Patron-f96854?logo=patreon)](https:\u002F\u002Fpatreon.com\u002Fsuperclaude)\n\n*月度支持*\n\n\u003C\u002Ftd>\n\u003Ctd align=\"center\" width=\"33%\">\n\n### 💜 **GitHub**\n[![GitHub Sponsors](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FGitHub-Sponsor-30363D?logo=github-sponsors)](https:\u002F\u002Fgithub.com\u002Fsponsors\u002FSuperClaude-Org)\n\n*灵活支持等级*\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n### **您的支持将用于：**\n\n| 项目 | 成本\u002F影响 |\n|------|-------------|\n| 🔬 **Claude Max 测试** | 每月 100 美元用于验证和测试 |\n| ⚡ **功能开发** | 新功能与改进 |\n| 📚 **文档建设** | 完整指南与示例 |\n| 🤝 **社区支持** | 快速响应与帮助 |\n| 🔧 **MCP 集成** | 测试新服务器连接 |\n| 🌐 **基础设施** | 托管与部署成本 |\n\n> **注意：** 没有任何压力 - 无论是否支持，框架都会保持开源。知道有人使用和欣赏它就是最大的动力。贡献代码、文档或传播项目信息同样很有帮助！🙏\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🎉 **v4.1 新特性**\n\n> *4.1 版本重点优化斜杠命令架构，增强代理功能并改进文档体系*\n\n\u003Ctable>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 🤖 **更智能的代理系统**\n**20 个专业代理** 具备领域专长：\n- PM 代理通过系统化文档确保持续学习\n- 深度研究代理执行自主网络研究\n- 安全工程师发现真实漏洞\n- 前端架构师理解 UI 模式\n- 基于上下文的自动协作\n- 按需提供领域专业知识\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### ⚡ **性能优化**\n**更小框架，更大项目：**\n- 减少框架占用空间\n- 增加代码上下文容量\n- 支持更长对话\n- 实现复杂操作\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 🔧 **MCP 服务器集成**\n**8 个强大服务器** 支持 CLI 安装：\n\n```bash\n# 列出可用 MCP 服务器\nsuperclaude mcp --list\n\n# 安装指定服务器\nsuperclaude mcp --servers tavily context7\n\n# 交互式安装\nsuperclaude mcp\n```\n\n**可用服务器：**\n- **Tavily** → 主要网络搜索（深度研究）\n- **Context7** → 官方文档查询\n- **Sequential-Thinking** → 多步骤推理\n- **Serena** → 会话持久化与记忆\n- **Playwright** → 跨浏览器自动化\n- **Magic** → UI 组件生成\n- **Morphllm-Fast-Apply** → 上下文感知代码修改\n- **Chrome DevTools** → 性能分析\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🎯 **行为模式**\n**7 种自适应模式** 适配不同场景：\n- **头脑风暴** → 提出关键问题\n- **商业面板** → 多专家战略分析\n- **深度研究** → 自主网络研究\n- **协调模式** → 高效工具协作\n- **节省 Token** → 30-50% 上下文节省\n- **任务管理** → 系统化组织\n- **自我反思** → 元认知分析\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 📚 **文档重构**\n**开发者专属重写：**\n- 真实示例与用例\n- 记录常见陷阱\n- 包含实用工作流\n- 改进导航结构\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🧪 **增强稳定性**\n**聚焦可靠性：**\n- 核心命令漏洞修复\n- 提高测试覆盖率\n- 增强错误处理\n- CI\u002FCD 流水线改进\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🔬 **深度研究能力**\n\n### **与 DR 代理架构对齐的自主网络研究**\n\nSuperClaude v4.2 引入全面深度研究能力，实现自主、自适应和智能的网络研究。\n\n\u003Ctable>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 🎯 **自适应规划**\n**三种智能策略：**\n- **仅规划**：直接执行明确查询\n- **意图规划**：模糊请求需澄清\n- **统一模式**：协作式规划优化（默认）\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🔄 **多跳推理**\n**最多 5 次迭代搜索：**\n- 实体扩展（论文 → 作者 → 作品）\n- 概念深化（主题 → 细节 → 示例）\n- 时间推进（当前 → 历史）\n- 因果链（结果 → 原因 → 预防）\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd width=\"50%\">\n\n### 📊 **质量评分**\n**基于置信度的验证：**\n- 来源可信度评估（0.0-1.0）\n- 覆盖完整性追踪\n- 综合一致性评估\n- 最低阈值：0.6，目标：0.8\n\n\u003C\u002Ftd>\n\u003Ctd width=\"50%\">\n\n### 🧠 **案例学习**\n**跨会话智能：**\n- 模式识别与复用\n- 随时间策略优化\n- 保存成功查询方案\n- 跟踪性能改进\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n### **研究命令用法**\n\n```bash\n# 自动深度的基础研究\n\u002Fresearch \"2024 最新 AI 发展\"\n\n# 控制研究深度（通过 TypeScript 选项）\n\u002Fresearch \"量子计算突破\"  # depth: exhaustive\n\n# 选择特定策略\n\u002Fresearch \"市场分析\"  # strategy: planning-only\n\n# 域过滤研究（Tavily MCP 集成）\n\u002Fresearch \"React 模式\"  # domains: reactjs.org,github.com\n```\n\n### **研究深度等级**\n\n| 深度 | 来源数 | 跳数 | 时间 | 适用场景 |\n|:-----:|:-------:|:----:|:----:|----------|\n| **快速** | 5-10 | 1 | ~2分钟 | 快速事实，简单查询 |\n| **标准** | 10-20 | 3 | ~5分钟 | 常规研究（默认） |\n| **深入** | 20-40 | 4 | ~8分钟 | 综合分析 |\n| **穷尽** | 40+ | 5 | ~10分钟 | 学术级研究 |\n\n### **集成工具协调**\n\nDeep Research 系统智能协调多个工具：\n- **Tavily MCP**（主要网络搜索与发现工具）\n- **Playwright MCP**（复杂内容提取工具）\n- **Sequential MCP**（多步骤推理与合成工具）\n- **Serena MCP**（记忆与学习持久化工具）\n- **Context7 MCP**（技术文档查询工具）\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 📚 **文档**\n\n### **SuperClaude 完整指南**\n\n\u003Ctable>\n\u003Ctr>\n\u003Cth align=\"center\">🚀 快速入门\u003C\u002Fth>\n\u003Cth align=\"center\">📖 用户指南\u003C\u002Fth>\n\u003Cth align=\"center\">🛠️ 开发者资源\u003C\u002Fth>\n\u003Cth align=\"center\">📋 参考手册\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd valign=\"top\">\n\n- 📝 [**快速入门指南**](docs\u002Fgetting-started\u002Fquick-start.md)  \n  *快速上手*\n\n- 💾 [**安装指南**](docs\u002Fgetting-started\u002Finstallation.md)  \n  *详细安装说明*\n\n\u003C\u002Ftd>\n\u003Ctd valign=\"top\">\n\n- 🎯 [**斜杠命令**](docs\u002Freference\u002Fcommands-list.md)\n  *按类别组织的30个命令*\n\n- 🤖 [**智能代理指南**](docs\u002Fuser-guide\u002Fagents.md)  \n  *20个专业代理*\n\n- 🎨 [**行为模式**](docs\u002Fuser-guide\u002Fmodes.md)  \n  *7种自适应模式*\n\n- 🚩 [**标志指南**](docs\u002Fuser-guide\u002Fflags.md)  \n  *控制行为*\n\n- 🔧 [**MCP服务器**](docs\u002Fuser-guide\u002Fmcp-servers.md)  \n  *8个服务器集成*\n\n- 💼 [**会话管理**](docs\u002Fuser-guide\u002Fsession-management.md)  \n  *保存与恢复状态*\n\n\u003C\u002Ftd>\n\u003Ctd valign=\"top\">\n\n- 🏗️ [**技术架构**](docs\u002Fdeveloper-guide\u002Ftechnical-architecture.md)  \n  *系统设计细节*\n\n- 💻 [**代码贡献**](docs\u002Fdeveloper-guide\u002Fcontributing-code.md)  \n  *开发工作流程*\n\n- 🧪 [**测试与调试**](docs\u002Fdeveloper-guide\u002Ftesting-debugging.md)  \n  *质量保障*\n\n\u003C\u002Ftd>\n\u003Ctd valign=\"top\">\n- 📓 [**示例手册**](docs\u002Freference\u002Fexamples-cookbook.md)  \n  *真实场景示例*\n\n- 🔍 [**故障排除**](docs\u002Freference\u002Ftroubleshooting.md)  \n  *常见问题与修复*\n\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftable>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## 🤝 **贡献指南**\n\n### **加入 SuperClaude 社区**\n\n我们欢迎任何形式的贡献！以下是参与方式：\n\n| 优先级 | 领域 | 描述 |\n|:--------:|------|-------------|\n| 📝 **高** | 文档 | 改进指南、添加示例、修正拼写 |\n| 🔧 **高** | MCP集成 | 添加服务器配置、测试集成 |\n| 🎯 **中** | 工作流 | 创建命令模式与配方 |\n| 🧪 **中** | 测试 | 添加测试用例、验证功能 |\n| 🌐 **低** | 国际化 | 翻译文档为其他语言 |\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"CONTRIBUTING.md\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F📖_Read-Contributing_Guide-blue\" alt=\"贡献指南\">\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fgraphs\u002Fcontributors\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F👥_View-All_Contributors-green\" alt=\"贡献者\">\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## ⚖️ **许可证**\n\n该项目采用 **MIT 许可证** - 详情请参阅 [LICENSE](LICENSE) 文件。\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-MIT-yellow.svg?\" alt=\"MIT许可证\">\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n## ⭐ **星标历史**\n\n\u003Ca href=\"https:\u002F\u002Fwww.star-history.com\u002F#SuperClaude-Org\u002FSuperClaude_Framework&Timeline\">\n \u003Cpicture>\n   \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_f9c66eb67a46.png&theme=dark\" \u002F>\n   \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_f9c66eb67a46.png\" \u002F>\n   \u003Cimg alt=\"星标历史图表\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_readme_f9c66eb67a46.png\" \u002F>\n \u003C\u002Fpicture>\n\u003C\u002Fa>\n\n\u003C\u002Fdiv>\n\n---\n\n\u003Cdiv align=\"center\">\n\n### **🚀 由 SuperClaude 社区倾情打造**\n\n\u003Cp align=\"center\">\n  \u003Csub>为突破边界的开发者而生 ❤️\u003C\u002Fsub>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"#-superclaude-framework\">返回顶部 ↑\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n---\n\n## 📋 **全部30个命令**\n\n\u003Cdetails>\n\u003Csummary>\u003Cb>点击展开完整命令列表\u003C\u002Fb>\u003C\u002Fsummary>\n\n### 🧠 规划与设计 (4)\n- `\u002Fbrainstorm` - 结构化头脑风暴\n- `\u002Fdesign` - 系统架构设计\n- `\u002Festimate` - 时间\u002F工作量估算\n- `\u002Fspec-panel` - 规格分析\n\n### 💻 开发 (5)\n- `\u002Fimplement` - 代码实现\n- `\u002Fbuild` - 构建工作流\n- `\u002Fimprove` - 代码优化\n- `\u002Fcleanup` - 重构\n- `\u002Fexplain` - 代码解释\n\n### 🧪 测试与质量 (4)\n- `\u002Ftest` - 测试用例生成\n- `\u002Fanalyze` - 代码分析\n- `\u002Ftroubleshoot` - 调试\n- `\u002Freflect` - 复盘\n\n### 📚 文档 (2)\n- `\u002Fdocument` - 文档生成\n- `\u002Fhelp` - 命令帮助\n\n### 🔧 版本控制 (1)\n- `\u002Fgit` - Git操作\n\n### 📊 项目管理 (3)\n- `\u002Fpm` - 项目管理\n- `\u002Ftask` - 任务追踪\n- `\u002Fworkflow` - 工作流自动化\n\n### 🔍 研究与分析 (2)\n- `\u002Fresearch` - 深度网络研究\n- `\u002Fbusiness-panel` - 商业分析\n\n### 🎯 实用工具 (9)\n- `\u002Fagent` - AI代理\n- `\u002Findex-repo` - 仓库索引\n- `\u002Findex` - 索引别名\n- `\u002Frecommend` - 命令推荐\n- `\u002Fselect-tool` - 工具选择\n- `\u002Fspawn` - 并行任务\n- `\u002Fload` - 加载会话\n- `\u002Fsave` - 保存会话\n- `\u002Fsc` - 显示所有命令\n\n[**📖 查看详细命令参考 →**](docs\u002Freference\u002Fcommands-list.md)\n\n\u003C\u002Fdetails>","# SuperClaude_Framework 快速上手指南\n\n## 🧰 环境准备\n- **系统要求**：支持 Linux\u002FmacOS\u002FWindows\n- **前置依赖**：\n  - Python 3.8+\n  - pipx（通过 `python -m pip install --user pipx` 安装）\n  - Git（可选，用于源码安装）\n\n## 📦 安装步骤\n### 方式一：pipx 安装（推荐）\n```bash\n# 使用国内镜像加速安装（可选）\npipx install superclaude --pip-args=\"--index-url https:\u002F\u002Fpypi.tuna.tsinghua.edu.cn\u002Fsimple\"\n\n# 安装全部 30 个 slash 命令\nsuperclaude install\n\n# 验证安装\nsuperclaude install --list\n```\n\n### 方式二：源码安装\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework.git\ncd SuperClaude_Framework\n.\u002Finstall.sh\n```\n\n## 🚀 基本使用\n1. **重启 Claude Code** 以加载新安装的命令\n2. 在代码编辑器中输入 `\u002Fsc` 查看所有可用命令\n3. **示例：结构化头脑风暴**\n```bash\n\u002Fsc:brainstorm\n```\n4. **常用命令示例**：\n   - `\u002Fsc:research`：深度网络搜索\n   - `\u002Fsc:implement`：代码实现\n   - `\u002Fsc:test`：测试工作流\n   - `\u002Fsc:pm`：项目管理\n\n> 📌 提示：使用 `superclaude doctor` 检查环境状态，安装可选 MCP 服务器可提升性能（文档详见 [MCP 集成指南](docs\u002Fmcp\u002Fmcp-integration-policy.md)）","数据分析师团队正在开发一个Python库，用于处理金融时间序列数据，需要实现复杂的数据清洗、特征工程和可视化模块，并保持严格的文档规范与测试覆盖率。\n\n### 没有 SuperClaude_Framework 时\n- 团队成员手动维护代码结构，频繁出现模块依赖混乱和命名冲突\n- 多人协作时需要反复沟通接口规范，每日站会耗时30分钟以上协调开发进度\n- 文档编写滞后于代码迭代，导致API变更后出现大量过时说明\n- 测试用例覆盖率仅58%，CI流水线因环境配置问题每周中断2-3次\n- 部署新版本需要手动修改5个配置文件，生产环境偶发启动失败\n\n### 使用 SuperClaude_Framework 后\n- 通过`\u002Fproject init`命令自动生成标准化项目结构，依赖关系自动解析并建立可视化拓扑图\n- 启用`@code-architect`代理协调模块开发，自动检测接口兼容性并生成对接文档\n- 配置`doc-gen`模式后，代码提交时同步生成Markdown\u002FAPI参考文档，版本发布时自动比对变更日志\n- 集成`test-coverage` MCP服务，实现测试用例自动生成与覆盖率实时监控，CI构建成功率提升至98%\n- 使用`\u002Fdeploy prod`命令一键完成环境配置校验、依赖安装和容器编排，部署时间从40分钟缩短至6分钟\n\nSuperClaude_Framework 通过结构化开发范式和自动化工作流，将团队协作效率提升300%，显著降低工程化实施门槛。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FSuperClaude-Org_SuperClaude_Framework_c4186fbe.png","SuperClaude-Org","SuperClaude Org","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002FSuperClaude-Org_a3f77607.png","",null,"anton.knoery@gmail.com","https:\u002F\u002Fsuperclaude.netlify.app\u002F","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org",[84,88,92,96],{"name":85,"color":86,"percentage":87},"Python","#3572A5",81.7,{"name":89,"color":90,"percentage":91},"TypeScript","#3178c6",10.1,{"name":93,"color":94,"percentage":95},"Shell","#89e051",6.6,{"name":97,"color":98,"percentage":99},"Makefile","#427819",1.6,22159,1868,"2026-04-05T23:11:16","MIT","未说明",{"notes":106,"python":107,"dependencies":108},"建议使用pipx安装，可选安装MCP服务器增强性能，需网络连接下载模型文件","3.6+ (pipx要求)",[104],[13,15],10,"2026-03-27T02:49:30.150509","2026-04-06T08:40:46.380913",[114,119,124,129,134,138],{"id":115,"question_zh":116,"answer_zh":117,"source_url":118},4916,"安装v4.1.9后找不到skills、agents和MODE_XXX.md怎么办？","新版本可能引入plugins功能替代原有模块。维护者确认后续版本会完善相关功能，建议升级到更高版本（如v4.1.9以上）并关注更新日志。","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fissues\u002F481",{"id":120,"question_zh":121,"answer_zh":122,"source_url":123},4917,"运行install.sh脚本安装失败并回滚如何解决？","尝试迁移Claude到用户目录，确保备份现有配置后使用`--dir`指定新安装目录。若问题持续，检查路径权限或升级到最新版本。","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fissues\u002F23",{"id":125,"question_zh":126,"answer_zh":127,"source_url":128},4918,"升级到v4.0.4后出现组件未注册的验证错误怎么办？","运行`pipx upgrade SuperClaude`升级框架，并重新安装缺失组件（如执行`superclaude install`选择对应模块）。","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fissues\u002F291",{"id":130,"question_zh":131,"answer_zh":132,"source_url":133},4919,"安装v4.0.9时MCP服务器（如serena）卡住如何处理？","检查是否安装`uv`和`uvx`工具，尝试手动执行安装命令：`uvx --from git+https:\u002F\u002Fgithub.com\u002Foraios\u002Fserena serena start-mcp-server`。","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fissues\u002F342",{"id":135,"question_zh":136,"answer_zh":137,"source_url":133},4920,"安装过程中提示Claude目录验证失败怎么办？","确保安装路径（如`~\u002F.claude`）存在且具有写权限，或使用`--dir`参数指定有效目录。",{"id":139,"question_zh":140,"answer_zh":141,"source_url":128},4921,"如何正确升级SuperClaude到最新版本？","使用命令`pipx upgrade SuperClaude`进行升级，确保所有依赖和组件更新到最新版本。",[143,148,153,158,163,168,173,178,183,188,193,198,203],{"id":144,"version":145,"summary_zh":146,"released_at":147},114126,"v4.3.0","## SuperClaude v4.3.0\r\n\r\n### Highlights\r\n- **Security hardened**: Removed `shell=True` code execution vector, added SHA-256 integrity verification for downloads\r\n- **Implementation gaps filled**: ConfidenceChecker, intelligent_execute(), ReflexionPattern mindbase — all placeholders replaced with real code\r\n- **Agent installation**: `superclaude install` now deploys 20 agents to `~\u002F.claude\u002Fagents\u002F`\r\n- **62 new tests**: Comprehensive coverage for execution engine (136 total, all passing)\r\n- **Claude Code gap analysis**: Full feature mapping identifying skills migration, hooks integration, and plan mode as high-priority alignment opportunities\r\n- **Documentation overhaul**: Version consistency, accurate feature counts, new integration guide\r\n\r\n### Security\r\n- Remove `shell=True` with user-controlled `$SHELL` from subprocess calls (#536)\r\n- Add SHA-256 integrity verification for docker-compose\u002Fmcp-config downloads (#537)\r\n\r\n### Added\r\n- Agent file installation to `~\u002F.claude\u002Fagents\u002F` via `superclaude install` (#531)\r\n- 62 new tests for ParallelExecutor, ReflectionEngine, SelfCorrectionEngine\r\n- Claude Code integration guide (`docs\u002Fuser-guide\u002Fclaude-code-integration.md`)\r\n- Claude Code gap analysis in KNOWLEDGE.md\r\n\r\n### Fixed\r\n- ConfidenceChecker: 4 placeholder methods → real implementations\r\n- intelligent_execute(): error capture + variable shadowing bug\r\n- MCP env var flag: `--env` → `-e` (#517)\r\n- ReflexionPattern: mindbase HTTP integration with fallback\r\n- .gitignore contradictions and duplicate entries\r\n- __version__.py synced from 0.4.0 to 4.3.0\r\n- Japanese triggers → English in pm-agent.md (#534)\r\n\r\n### Changed\r\n- Version bumped to 4.3.0 across all 17 files\r\n- Feature counts corrected: 30 commands, 20 agents, 7 modes, 8 MCP servers\r\n- CLAUDE.md: complete project structure with all extension points\r\n- PLANNING.md, TASK.md, KNOWLEDGE.md: updated architecture and priorities\r\n\r\n### Full Changelog\r\nhttps:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.2.0...v4.3.0","2026-03-22T17:34:39",{"id":149,"version":150,"summary_zh":151,"released_at":152},114127,"v4.2.0","## What's Changed\r\n* Add \"Run in Smithery\" badge by @gurdasnijor in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F490\r\n* feat(mcp): add Airis Agent and MindBase MCP servers by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F497\r\n* docs: add AIRIS MCP Gateway as unified installation option by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F499\r\n* fix: ensure UTF-8 encoding handling for MCP command output by @smartdddlab in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F507\r\n* feat(mcp): add AIRIS MCP Gateway as default installation option by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F509\r\n* docs: update commands.md - complete command reference by @mrsergeifrolov in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F512\r\n* feat(commands): add explicit boundaries and handoff instructions by @mrsergeifrolov in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F513\r\n* chore: bump version to 4.2.0 by @mrsergeifrolov in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F514\r\n\r\n## New Contributors\r\n* @gurdasnijor made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F490\r\n* @smartdddlab made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F507\r\n* @mrsergeifrolov made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F512\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.9...v4.2.0","2026-01-18T13:12:50",{"id":154,"version":155,"summary_zh":156,"released_at":157},114128,"v4.1.9","## What's Changed\r\n* Add missing install.sh script by @zerodice0 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F483\r\n\r\n## New Contributors\r\n* @zerodice0 made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F483\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.8...v4.1.9","2025-11-14T13:47:09",{"id":159,"version":160,"summary_zh":161,"released_at":162},114129,"v4.1.8","**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.7...v4.1.8","2025-11-13T13:26:07",{"id":164,"version":165,"summary_zh":166,"released_at":167},114130,"v4.1.7","## What's Changed\r\n* refactor(docs): normalize documentation naming to lowercase for PEP8 compliance by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F434\r\n* refactor: PM Agent memory to repository-scoped local files by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F436\r\n* refactor: PM Agent complete independence from Serena MCP by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F438\r\n* refactor: PM Agent complete independence from external MCP servers by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F439\r\n* feat: comprehensive framework improvements by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F447\r\n* feat: comprehensive framework improvements with AIRIS MCP Gateway integration by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F448\r\n* feat: PM Agent architecture redesign and MCP integration policy by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F449\r\n* fix: support installation on immutable distros with \u002Fvar\u002Fhome. Closes #284 by @Sparker0i in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F450\r\n* Revert \"feat: comprehensive framework improvements (#447)\" by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F453\r\n* fix: update airis mcp gateway installer by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F460\r\n* docs: Confirm AIRIS MCP Gateway installation URL is correct by @Utakata in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F463\r\n* Proposal: Create `next` Branch for Testing Ground (89 commits) by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F459\r\n* docs: Replace Mindbase References with ReflexionMemory by @divideby0 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F464\r\n* feat: new command sc:recommend add. by @acrbaran in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F477\r\n* Claude\u002Ffix readme plugin docs 011 cv2 lk n gko6wzm tfn dmnrm by @Utakata in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F478\r\n\r\n## New Contributors\r\n* @Sparker0i made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F450\r\n* @Utakata made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F463\r\n* @divideby0 made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F464\r\n* @acrbaran made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F477\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.6...v4.1.7","2025-11-12T17:05:58",{"id":169,"version":170,"summary_zh":171,"released_at":172},114131,"v4.1.6","## What's Changed\r\n* Add: flags for the chrome devtools mcp and the tavily mcp by @David-Dohyun-Im in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F411\r\n* Feature\u002Ffrontend verify by @David-Dohyun-Im in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F412\r\n* added Korean Readme by @David-Dohyun-Im in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F416\r\n* Feature\u002Fkorean docs by @David-Dohyun-Im in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F417\r\n* fix(orchestration): add WebFetch auto-trigger for infrastructure configuration by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F418\r\n* Redesign PM Agent as Self-Improvement Meta-Layer by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F421\r\n* refactor: PEP8 compliance - directory rename and code formatting by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F425\r\n* Update pyproject.toml by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F426\r\n* docs: add uv support for development installation by @kazukinakai in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F427\r\n* Fix ModuleNotFoundError in PyPI publish workflow by @habuchin in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F433\r\n\r\n## New Contributors\r\n* @David-Dohyun-Im made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F411\r\n* @kazukinakai made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F418\r\n* @habuchin made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F433\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.5...v4.1.6","2025-10-15T13:03:14",{"id":174,"version":175,"summary_zh":176,"released_at":177},114132,"v4.1.5","## What's Changed\r\n* feat: Add Deep Research System v4.2.0 by @anconina in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F380\r\n* fix: Add missing quote and comma to package.json version field by @ashigirl96 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F382\r\n* Fixes by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F384\r\n* fix: Correct Tavily MCP package name in documentation by @anconina in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F388\r\n* Fixes and improvement  by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F393\r\n* Version bump by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F394\r\n* The -i flag has been removed from the `_run_command_cross_platform` function in `setup\u002Fcomponents\u002Fmcp.py`.\r\n\r\n* fix: Prevent installer from hanging during MCP installation\r\n\r\nThe SuperClaude installer was hanging during the installation of MCP components on non-Windows systems. This was caused by the use of an interactive shell (`-i`) when executing the `claude mcp add` command. The interactive shell would attempt to read from standard input, causing the process to be suspended by the shell.\r\n\r\nThis commit fixes the issue by removing the `-i` flag from the `_run_command_cross_platform` function in `setup\u002Fcomponents\u002Fmcp.py`. This ensures that the installation process runs non-interactively and completes without hanging.\r\n\r\n* fix: Add 'cmd \u002Fc' for Windows and refactor shell execution\r\n\r\nThis commit resolves an issue with `npx` command execution on Windows by prepending `cmd \u002Fc` to the command. It also refactors the shell command execution for non-Windows systems to use the `executable` argument in `subprocess.run` for a cleaner and more robust implementation.\r\n\r\n* fix: Add 'cmd \u002Fc' for Windows and refactor shell execution\r\n\r\nThis commit resolves an issue with `npx` command execution on Windows by prepending `cmd \u002Fc` to the command. It also refactors the shell command execution for non-Windows systems to use the `executable` argument in `subprocess.run` for a cleaner and more robust implementation.\r\n\r\n* Added: ChromeDevTools\u002Fchrome-devtools-mcp \r\n\r\n* docs: Update Chrome DevTools MCP documentation\r\n\r\nThis commit updates the documentation for the Chrome DevTools MCP server to be more comprehensive and consistent with the existing documentation structure. The file `SuperClaude\u002FMCP\u002FMCP_Chrome-DevTools.md` has been updated with detailed information about the server's purpose, triggers, and usage examples.\r\n\r\n* docs: Update documentation for Chrome DevTools MCP\r\n\r\nThis commit updates the main README.md and the MCP servers user guide to include information about the new Chrome DevTools MCP server. The documentation has been updated to reflect the new server count and provide details about the new server's functionality.\r\n\r\n* chore: Bump version to 4.1.5\r\n\r\nThis commit updates the version number from 4.1.4 to 4.1.5 across the entire codebase.\r\n\r\nThis includes updates to:\r\n- CHANGELOG.md\r\n- Documentation files\r\n- Configuration files (package.json, pyproject.toml)\r\n- Source code fallbacks\r\n- The main VERSION file\r\n\r\n---------\r\n\r\n## New Contributors\r\n* @anconina made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F380\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.4...v4.1.5","2025-09-26T14:08:35",{"id":179,"version":180,"summary_zh":181,"released_at":182},114133,"v4.1.4","## What's Changed\r\n* Fixes and improvement  by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F378\r\n* Fixes by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F379\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.3...v4.1.4","2025-09-20T09:04:16",{"id":184,"version":185,"summary_zh":186,"released_at":187},114134,"v4.1.3","## What's Changed\r\n* Some fixes by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F372\r\n* Bump version  by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F373\r\n* Bump version  by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F374\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.2...v4.1.3","2025-09-19T13:54:05",{"id":189,"version":190,"summary_zh":191,"released_at":192},114135,"v4.1.2","## What's Changed\r\n* fix: mcp cross-platform shell handling and rename morphllm by @alleninnz in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F369\r\n\r\n## New Contributors\r\n* @alleninnz made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F369\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.1...v4.1.2","2025-09-18T15:10:29",{"id":194,"version":195,"summary_zh":196,"released_at":197},114136,"v4.1.1","## What's Changed\r\n* Fixed serena installation by add serena to claude directly by @zhangchi0104 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F357\r\n* Revert \"Fixed serena installation by add serena to claude directly\" by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F358\r\n* Update help.md with comprehensive command documentation by @hyunjae-labs in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F363\r\n\r\n## New Contributors\r\n* @zhangchi0104 made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F357\r\n* @hyunjae-labs made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F363\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.1.0...v4.1.1","2025-09-16T01:35:30",{"id":199,"version":200,"summary_zh":201,"released_at":202},114137,"v4.1.0","## What's Changed\r\n* added spec-panel, which transforms the project specs though the lens … by @sarosh-quraishi in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F346\r\n* fix: remove 'tools' from agent configs by @PaulRBerg in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F353\r\n* Fixed Some Bugs by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F355\r\n\r\n## New Contributors\r\n* @PaulRBerg made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F353\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.0.9...v4.1.0","2025-09-13T12:01:10",{"id":204,"version":205,"summary_zh":206,"released_at":207},114138,"v4.0.9","## What's Changed\r\n* 🔖 Release v4.0.8 by @NomenAK in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F293\r\n* 🔖 Bump version to 4.0.8 by @NomenAK in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F294\r\n* Update README.md by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F298\r\n* ユーザガイド by @khayashi4337 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F311\r\n* feat: Add complete Chinese documentation for SuperClaude Framework by @SevenThRe in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F317\r\n* feat: Add complete multilingual README support with quality automation by @SevenThRe in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F318\r\n* feat: Add comprehensive business panel analysis system by @sarosh-quraishi in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F323\r\n* Fix MCP installer and package configurations by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F338\r\n* Fix update command and installer logic by @mithun50 in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F339\r\n* fix: Add missing toml dependency to prevent release version skipping by @markm-io in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F340\r\n\r\n## New Contributors\r\n* @khayashi4337 made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F311\r\n* @SevenThRe made their first contribution in https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fpull\u002F317\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fcompare\u002Fv4.0.7...v4.0.9","2025-09-06T02:56:01"]