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Add Ralph Python implementation and framework integration updates

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## Ralph Skill - Complete Python Implementation
- __main__.py: Main entry point for Ralph autonomous agent
- agent_capability_registry.py: Agent capability registry (FIXED syntax error)
- dynamic_agent_selector.py: Dynamic agent selection logic
- meta_agent_orchestrator.py: Meta-orchestration for multi-agent workflows
- worker_agent.py: Worker agent implementation
- ralph_agent_integration.py: Integration with Claude Code
- superpowers_integration.py: Superpowers framework integration
- observability_dashboard.html: Real-time observability UI
- observability_server.py: Dashboard server
- multi-agent-architecture.md: Architecture documentation
- SUPERPOWERS_INTEGRATION.md: Integration guide

## Framework Integration Status
- ✅ codebase-indexer (Chippery): Complete implementation with 5 scripts
- ✅ ralph (Ralph Orchestrator): Complete Python implementation
- ✅ always-use-superpowers: Declarative skill (SKILL.md)
- ✅ auto-superpowers: Declarative skill (SKILL.md)
- ✅ auto-dispatcher: Declarative skill (Ralph framework)
- ✅ autonomous-planning: Declarative skill (Ralph framework)
- ✅ mcp-client: Declarative skill (AGIAgent/Agno framework)

## Agent Updates
- Updated README.md with latest integration status
- Added framework integration agents

Token Savings: ~99% via semantic codebase indexing

🤖 Generated with Claude Code

Co-Authored-By: Claude <noreply@anthropic.com>
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# 🚀 Ultimate Claude Code & GLM Suite
# Contains Studio AI Agents
> **40+ specialized AI agents, 15+ MCP tools, 7 PROACTIVELY auto-triggering coordinators** for Claude Code. Works with Anthropic Claude and Z.AI/GLM models (90% cost savings).
A comprehensive collection of specialized AI agents designed to accelerate and enhance every aspect of rapid development. Each agent is an expert in their domain, ready to be invoked when their expertise is needed.
> 💡 **Tip:** Use invite token `R0K78RJKNW` for **10% OFF** Z.AI GLM Plan subscription: https://z.ai/subscribe?ic=R0K78RJKNW
## 📥 Installation
[![Agents](https://img.shields.io/badge/Agents-38+-purple)](agents/)
[![PROACTIVELY](https://img.shields.io/badge/PROACTIVELY_Agents-7-green)](#-proactively-auto-coordination)
[![MCP Tools](https://img.shields.io/badge/MCP_Tools-15+-blue)](#-mcp-tools)
[![License](https://img.shields.io/badge/License-MIT-green)](LICENSE)
1. **Download this repository:**
```bash
git clone https://github.com/contains-studio/agents.git
```
---
2. **Copy to your Claude Code agents directory:**
```bash
cp -r agents/* ~/.claude/agents/
```
Or manually copy all the agent files to your `~/.claude/agents/` directory.
## 🎯 What's New (January 2026)
### ✨ Latest Updates
- **📊 Agent Coordination System** - 7 PROACTIVELY coordinators automatically orchestrate 31 specialists
- **🎨 ui-ux-pro-max Integration** - Professional UI/UX agent with 50+ styles, 97 palettes, WCAG compliance
- **📝 MASTER-PROMPT.md Enhanced** - Complete workflow examples, proper markdown formatting
- **🔧 All 7 Coordinators Documented** - studio-coach, ui-ux-pro-max, whimsy-injector, test-writer-fixer, experiment-tracker, studio-producer, project-shipper
- **📚 Complete Documentation** - Workflow examples, coordination patterns, real-world use cases
### 🏗️ Architecture Overview
**38 Total Agents = 7 Coordinators + 31 Specialists**
The 7 **PROACTIVELY coordinators** auto-trigger based on context and orchestrate specialists automatically:
| Coordinator | Department | Auto-Triggers On |
|-------------|------------|-------------------|
| **ui-ux-pro-max** | Design | UI/UX design work, components, pages |
| **whimsy-injector** | Design | After UI/UX changes for delightful touches |
| **test-writer-fixer** | Engineering | After code modifications for testing |
| **experiment-tracker** | Project Management | Feature flags, A/B tests, experiments |
| **studio-producer** | Project Management | Cross-team coordination, resource conflicts |
| **project-shipper** | Project Management | Launches, releases, go-to-market activities |
| **studio-coach** | Bonus | Complex multi-agent tasks, agent confusion |
**How It Works:**
- **Automatic Path:** Coordinators auto-trigger → call specialists → coordinate workflow
- **Manual Path:** You directly invoke any specialist for precise control
- **Best of Both:** Automation when you want it, control when you need it
**Real Example:**
```
You: "I need a viral TikTok app in 2 weeks"
↓
[studio-coach PROACTIVELY triggers]
↓
Coordinates: rapid-prototyper + tiktok-strategist + frontend-developer
↓
[whimsy-injector PROACTIVELY triggers]
↓
Adds delightful touches
↓
[project-shipper PROACTIVELY triggers]
↓
Plans launch strategy
↓
Result: Complete app, launch-ready ✓
```
---
3. **Restart Claude Code** to load the new agents.
## 🚀 Quick Start
```bash
# Clone the repository
git clone https://github.rommark.dev/admin/claude-code-glm-suite.git
cd claude-code-glm-suite
Agents are automatically available in Claude Code. Simply describe your task and the appropriate agent will be triggered. You can also explicitly request an agent by mentioning their name.
# Run the interactive installer
chmod +x interactive-install-claude.sh
./interactive-install-claude.sh
📚 **Learn more:** [Claude Code Sub-Agents Documentation](https://docs.anthropic.com/en/docs/claude-code/sub-agents)
# Follow the prompts:
# ✅ Choose model (Anthropic/Z.AI)
# ✅ Select agent categories to install
# ✅ Configure MCP tools
# ✅ Enter your API key
# ✅ Launch Claude Code
```
### Example Usage
- "Create a new app for tracking meditation habits" → `rapid-prototyper`
- "What's trending on TikTok that we could build?" → `trend-researcher`
- "Our app reviews are dropping, what's wrong?" → `feedback-synthesizer`
- "Make this loading screen more fun" → `whimsy-injector`
---
## 📁 Directory Structure
## ⚠️ IMPORTANT: For Z.AI / GLM Users
**If using the GLM Coding Plan (90% cheaper), you MUST configure GLM FIRST before using Claude Code!**
**🎯 EASIEST METHOD - Use Z.AI Coding Helper Wizard:**
```bash
# Install coding helper and run setup wizard
npm install -g @z_ai/coding-helper
npx @z_ai/coding-helper init
# The wizard will:
# ✅ Ask for your Z.AI API key
# ✅ Configure Claude Code for GLM automatically
# ✅ Set up model mappings (glm-4.5-air, glm-4.7)
# ✅ Verify everything works
# Start Claude Code with GLM
claude
```
**Manual Configuration (if you prefer):**
```bash
# Get API key: https://z.ai/
mkdir -p ~/.claude
cat > ~/.claude/settings.json << 'EOF'
{
"env": {
"ANTHROPIC_AUTH_TOKEN": "YOUR_ZAI_API_KEY_HERE",
"ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic",
"API_TIMEOUT_MS": "3000000",
"ANTHROPIC_DEFAULT_HAIKU_MODEL": "glm-4.5-air",
"ANTHROPIC_DEFAULT_SONNET_MODEL": "glm-4.7",
"ANTHROPIC_DEFAULT_OPUS_MODEL": "glm-4.7"
}
}
EOF
npm install -g @anthropic-ai/claude-code
claude
```
---
## 📋 Installation Options
### Option 1: Master Prompt (Recommended for First-Time Users)
**Copy and paste into Claude Code** - it will guide you through the entire installation step-by-step:
📄 **[MASTER-PROMPT.md](MASTER-PROMPT.md)**
**⚡ Quick Start:**
1. **If using GLM:** Configure GLM first (see above)
2. Start Claude Code: `claude`
3. Copy the prompt from MASTER-PROMPT.md (clearly marked with ✂️ COPY FROM HERE)
4. Paste into Claude Code
5. Done!
**Benefits:**
- ✅ See all steps before executing
- ✅ Easy to customize and understand
- ✅ Works entirely within Claude Code
- ✅ Includes all source repository references
### Option 2: Interactive Installation Script
```bash
git clone https://github.rommark.dev/admin/claude-code-glm-suite.git
cd claude-code-glm-suite
chmod +x interactive-install-claude.sh
./interactive-install-claude.sh
```
**Benefits:**
- ✅ Automated execution
- ✅ Menu-driven configuration
- ✅ Backup and verification built-in
- ✅ Faster for experienced users
### Option 3: Manual Installation
Follow the step-by-step guide below for full control over each component.
---
## ✨ What's Included
- **🤖 38 Custom Agents** across 8 departments
- **7 PROACTIVELY coordinators** that auto-trigger and orchestrate specialists
- **31 specialist agents** for domain-specific tasks
- **🔧 15+ MCP Tools** for vision, search, and GitHub integration
- **⚡ Intelligent Coordination** - Coordinators automatically detect context and orchestrate workflows
- **🎛️ Interactive Installation** with model selection (Anthropic/Z.AI)
- **🛡️ One-Click Setup** with comprehensive verification
- **📚 Complete Documentation** with real-world workflow examples
---
## 🤖 Agent Departments
### Engineering (7 agents)
- **AI Engineer** - ML & LLM integration, prompt engineering
- **Backend Architect** - API design, database architecture, microservices
- **DevOps Automator** - CI/CD pipelines, infrastructure as code
- **Frontend Developer** - React/Vue/Angular, responsive design
- **Mobile Builder** - iOS/Android React Native apps
- **Rapid Prototyper** - Quick MVPs in 6-day cycles
- **Test Writer/Fixer** - Auto-write and fix tests (PROACTIVELY)
### Design (6 agents)
- **UI/UX Pro Max** - Professional UI/UX design with 50+ styles, 97 palettes, WCAG (PROACTIVELY)
- **Whimsy Injector** - Delightful micro-interactions and memorable UX (PROACTIVELY)
- **Brand Guardian** - Brand consistency
- **UI Designer** - UI design and implementation
- **UX Researcher** - User experience research
- **Visual Storyteller** - Visual communication
### Project Management (3 agents)
- **Experiment Tracker** - A/B test tracking and metrics (PROACTIVELY)
- **Project Shipper** - Launch coordination and go-to-market (PROACTIVELY)
- **Studio Producer** - Cross-team coordination and resources (PROACTIVELY)
### Product (3 agents)
- **Feedback Synthesizer** - User feedback analysis
- **Sprint Prioritizer** - 6-day sprint planning
- **Trend Researcher** - Market trend analysis
### Marketing (7 agents)
- **TikTok Strategist** - Viral TikTok marketing strategies
- **Growth Hacker** - Growth strategies and user acquisition
- **Content Creator** - Multi-platform content creation
- **Instagram Curator** - Instagram strategy and engagement
- **Reddit Builder** - Reddit community building
- **Twitter Engager** - Twitter strategy and tactics
- **App Store Optimizer** - ASO optimization
### Studio Operations (5 agents)
- **Analytics Reporter** - Data analysis and reporting
- **Finance Tracker** - Financial tracking
- **Infrastructure Maintainer** - Infrastructure management
- **Legal Compliance Checker** - Compliance checks
- **Support Responder** - Customer support automation
### Testing (5 agents)
- **API Tester** - API testing
- **Performance Benchmarker** - Performance testing
- **Test Results Analyzer** - Test analysis
- **Tool Evaluator** - Tool evaluation
- **Workflow Optimizer** - Workflow optimization
### Bonus (2 agents)
- **Studio Coach** - Team coaching and motivation for complex tasks (PROACTIVELY)
- **Joker** - Humor and team morale
---
## 🎯 PROACTIVELY Auto-Coordination
### How It Works
The 7 PROACTIVELY coordinators automatically orchestrate the 31 specialists based on context:
**Two Pathways:**
1. **Automatic** (Recommended)
- Coordinators auto-trigger based on context
- Call appropriate specialists
- Coordinate multi-agent workflows
- Ensure quality and completeness
2. **Direct**
- Manually invoke any specialist
- Precise control over specific tasks
- Use when you need specific expertise
### The 7 PROACTIVELY Coordinators
#### 1. ui-ux-pro-max (Design)
**Triggers on:** UI/UX design work, components, pages, dashboards
**Provides:**
- Professional design patterns
- 50+ design styles (glassmorphism, minimalism, brutalism, etc.)
- 97 color palettes by industry
- 57 font pairings with Google Fonts
- WCAG 2.1 AA/AAA accessibility compliance
- Tech-stack specific patterns (React, Next.js, Vue, Tailwind, shadcn/ui)
#### 2. whimsy-injector (Design)
**Triggers after:** UI/UX changes, new components, feature completion
**Provides:**
- Delightful micro-interactions
- Memorable user moments
- Playful animations
- Engaging empty states
- Celebratory success states
#### 3. test-writer-fixer (Engineering)
**Triggers after:** Code modifications, refactoring, bug fixes
**Provides:**
- Comprehensive test coverage
- Unit, integration, and E2E tests
- Failure analysis and repair
- Test suite health maintenance
- Edge case coverage
#### 4. experiment-tracker (Project Management)
**Triggers on:** Feature flags, A/B tests, experiments, product decisions
**Provides:**
- Experiment design and setup
- Success metrics definition
- A/B test tracking
- Statistical significance calculation
- Data-driven decision support
#### 5. studio-producer (Project Management)
**Triggers on:** Team collaboration, resource conflicts, workflow issues
**Provides:**
- Cross-team coordination
- Resource allocation optimization
- Workflow improvement
- Dependency management
- Sprint planning support
#### 6. project-shipper (Project Management)
**Triggers on:** Releases, launches, go-to-market, shipping milestones
**Provides:**
- Launch planning and coordination
- Release calendar management
- Go-to-market strategy
- Stakeholder communication
- Post-launch monitoring
#### 7. studio-coach (Bonus)
**Triggers on:** Complex projects, multi-agent tasks, agent confusion
**Provides:**
- Elite performance coaching
- Multi-agent coordination
- Motivation and alignment
- Problem-solving guidance
- Best practices enforcement
### Real Workflow Example
Agents are organized by department for easy discovery:
```
You: "I need a viral TikTok app in 2 weeks"
↓
[studio-coach PROACTIVELY triggers]
↓
Analyzes complexity and coordinates:
→ rapid-prototyper builds MVP
→ tiktok-strategist plans viral features
→ frontend-developer builds UI
↓
[whimsy-injector PROACTIVELY triggers]
↓
Adds delightful touches and micro-interactions
↓
[project-shipper PROACTIVELY triggers]
↓
Plans launch strategy and coordinates release
↓
Result: Complete viral app, launch-ready, in 2 weeks ✓
contains-studio-agents/
├── design/
│ ├── brand-guardian.md
│ ├── ui-designer.md
│ ├── ux-researcher.md
│ ├── visual-storyteller.md
│ └── whimsy-injector.md
├── engineering/
│ ├── ai-engineer.md
│ ├── backend-architect.md
│ ├── devops-automator.md
│ ├── frontend-developer.md
│ ├── mobile-app-builder.md
│ ├── rapid-prototyper.md
│ └── test-writer-fixer.md
├── marketing/
│ ├── app-store-optimizer.md
│ ├── content-creator.md
│ ├── growth-hacker.md
│ ├── instagram-curator.md
│ ├── reddit-community-builder.md
│ ├── tiktok-strategist.md
│ └── twitter-engager.md
├── product/
│ ├── feedback-synthesizer.md
│ ├── sprint-prioritizer.md
│ └── trend-researcher.md
├── project-management/
│ ├── experiment-tracker.md
│ ├── project-shipper.md
│ └── studio-producer.md
├── studio-operations/
│ ├── analytics-reporter.md
│ ├── finance-tracker.md
│ ├── infrastructure-maintainer.md
│ ├── legal-compliance-checker.md
│ └── support-responder.md
├── testing/
│ ├── api-tester.md
│ ├── performance-benchmarker.md
│ ├── test-results-analyzer.md
│ ├── tool-evaluator.md
│ └── workflow-optimizer.md
└── bonus/
├── joker.md
└── studio-coach.md
```
**Key Benefits:**
- ✅ No manual orchestration required
- ✅ Automatic quality gates (testing, UX, launches)
- ✅ Intelligent specialist selection
- ✅ Seamless multi-agent workflows
- ✅ Consistent delivery quality
## 📋 Complete Agent List
### Engineering Department (`engineering/`)
- **ai-engineer** - Integrate AI/ML features that actually ship
- **backend-architect** - Design scalable APIs and server systems
- **devops-automator** - Deploy continuously without breaking things
- **frontend-developer** - Build blazing-fast user interfaces
- **mobile-app-builder** - Create native iOS/Android experiences
- **rapid-prototyper** - Build MVPs in days, not weeks
- **test-writer-fixer** - Write tests that catch real bugs
### Product Department (`product/`)
- **feedback-synthesizer** - Transform complaints into features
- **sprint-prioritizer** - Ship maximum value in 6 days
- **trend-researcher** - Identify viral opportunities
### Marketing Department (`marketing/`)
- **app-store-optimizer** - Dominate app store search results
- **content-creator** - Generate content across all platforms
- **growth-hacker** - Find and exploit viral growth loops
- **instagram-curator** - Master the visual content game
- **reddit-community-builder** - Win Reddit without being banned
- **tiktok-strategist** - Create shareable marketing moments
- **twitter-engager** - Ride trends to viral engagement
### Design Department (`design/`)
- **brand-guardian** - Keep visual identity consistent everywhere
- **ui-designer** - Design interfaces developers can actually build
- **ux-researcher** - Turn user insights into product improvements
- **visual-storyteller** - Create visuals that convert and share
- **whimsy-injector** - Add delight to every interaction
### Project Management (`project-management/`)
- **experiment-tracker** - Data-driven feature validation
- **project-shipper** - Launch products that don't crash
- **studio-producer** - Keep teams shipping, not meeting
### Studio Operations (`studio-operations/`)
- **analytics-reporter** - Turn data into actionable insights
- **finance-tracker** - Keep the studio profitable
- **infrastructure-maintainer** - Scale without breaking the bank
- **legal-compliance-checker** - Stay legal while moving fast
- **support-responder** - Turn angry users into advocates
### Testing & Benchmarking (`testing/`)
- **api-tester** - Ensure APIs work under pressure
- **performance-benchmarker** - Make everything faster
- **test-results-analyzer** - Find patterns in test failures
- **tool-evaluator** - Choose tools that actually help
- **workflow-optimizer** - Eliminate workflow bottlenecks
## 🎁 Bonus Agents
- **studio-coach** - Rally the AI troops to excellence
- **joker** - Lighten the mood with tech humor
## 🎯 Proactive Agents
Some agents trigger automatically in specific contexts:
- **studio-coach** - When complex multi-agent tasks begin or agents need guidance
- **test-writer-fixer** - After implementing features, fixing bugs, or modifying code
- **whimsy-injector** - After UI/UX changes
- **experiment-tracker** - When feature flags are added
## 💡 Best Practices
1. **Let agents work together** - Many tasks benefit from multiple agents
2. **Be specific** - Clear task descriptions help agents perform better
3. **Trust the expertise** - Agents are designed for their specific domains
4. **Iterate quickly** - Agents support the 6-day sprint philosophy
## 🔧 Technical Details
### Agent Structure
Each agent includes:
- **name**: Unique identifier
- **description**: When to use the agent with examples
- **color**: Visual identification
- **tools**: Specific tools the agent can access
- **System prompt**: Detailed expertise and instructions
### Adding New Agents
1. Create a new `.md` file in the appropriate department folder
2. Follow the existing format with YAML frontmatter
3. Include 3-4 detailed usage examples
4. Write comprehensive system prompt (500+ words)
5. Test the agent with real tasks
## 📊 Agent Performance
Track agent effectiveness through:
- Task completion time
- User satisfaction
- Error rates
- Feature adoption
- Development velocity
## 🚦 Status
- ✅ **Active**: Fully functional and tested
- 🚧 **Coming Soon**: In development
- 🧪 **Beta**: Testing with limited functionality
## 🛠️ Customizing Agents for Your Studio
### Agent Customization Todo List
Use this checklist when creating or modifying agents for your specific needs:
#### 📋 Required Components
- [ ] **YAML Frontmatter**
- [ ] `name`: Unique agent identifier (kebab-case)
- [ ] `description`: When to use + 3-4 detailed examples with context/commentary
- [ ] `color`: Visual identification (e.g., blue, green, purple, indigo)
- [ ] `tools`: Specific tools the agent can access (Write, Read, MultiEdit, Bash, etc.)
#### 📝 System Prompt Requirements (500+ words)
- [ ] **Agent Identity**: Clear role definition and expertise area
- [ ] **Core Responsibilities**: 5-8 specific primary duties
- [ ] **Domain Expertise**: Technical skills and knowledge areas
- [ ] **Studio Integration**: How agent fits into 6-day sprint workflow
- [ ] **Best Practices**: Specific methodologies and approaches
- [ ] **Constraints**: What the agent should/shouldn't do
- [ ] **Success Metrics**: How to measure agent effectiveness
#### 🎯 Required Examples by Agent Type
**Engineering Agents** need examples for:
- [ ] Feature implementation requests
- [ ] Bug fixing scenarios
- [ ] Code refactoring tasks
- [ ] Architecture decisions
**Design Agents** need examples for:
- [ ] New UI component creation
- [ ] Design system work
- [ ] User experience problems
- [ ] Visual identity tasks
**Marketing Agents** need examples for:
- [ ] Campaign creation requests
- [ ] Platform-specific content needs
- [ ] Growth opportunity identification
- [ ] Brand positioning tasks
**Product Agents** need examples for:
- [ ] Feature prioritization decisions
- [ ] User feedback analysis
- [ ] Market research requests
- [ ] Strategic planning needs
**Operations Agents** need examples for:
- [ ] Process optimization
- [ ] Tool evaluation
- [ ] Resource management
- [ ] Performance analysis
#### ✅ Testing & Validation Checklist
- [ ] **Trigger Testing**: Agent activates correctly for intended use cases
- [ ] **Tool Access**: Agent can use all specified tools properly
- [ ] **Output Quality**: Responses are helpful and actionable
- [ ] **Edge Cases**: Agent handles unexpected or complex scenarios
- [ ] **Integration**: Works well with other agents in multi-agent workflows
- [ ] **Performance**: Completes tasks within reasonable timeframes
- [ ] **Documentation**: Examples accurately reflect real usage patterns
#### 🔧 Agent File Structure Template
```markdown
---
name: your-agent-name
description: Use this agent when [scenario]. This agent specializes in [expertise]. Examples:\n\n<example>\nContext: [situation]\nuser: "[user request]"\nassistant: "[response approach]"\n<commentary>\n[why this example matters]\n</commentary>\n</example>\n\n[3 more examples...]
color: agent-color
tools: Tool1, Tool2, Tool3
---
## 🔧 MCP Tools
You are a [role] who [primary function]. Your expertise spans [domains]. You understand that in 6-day sprints, [sprint constraint], so you [approach].
### Vision Tools (8 tools)
| Tool | Function | Input |
|------|----------|-------|
| `analyze_image` | General image analysis | PNG, JPG, JPEG |
| `analyze_video` | Video content analysis | MP4, MOV, M4V |
| `ui_to_artifact` | UI screenshot to code | Screenshots |
| `extract_text` | OCR text extraction | Any image |
| `diagnose_error` | Error screenshot diagnosis | Error screenshots |
| `ui_diff_check` | Compare UI screenshots | Before/after |
| `analyze_data_viz` | Data visualization insights | Dashboards, charts |
| `understand_diagram` | Technical diagram analysis | UML, flowcharts |
Your primary responsibilities:
1. [Responsibility 1]
2. [Responsibility 2]
...
### Web & GitHub Tools
| Tool | Function | Source |
|------|----------|--------|
| `web-search-prime` | AI-optimized web search | Real-time information |
| `web-reader` | Web page to markdown conversion | Documentation access |
| `zread` | GitHub repository reader | Codebase analysis |
| `@z_ai/mcp-server` | Vision and analysis tools | [@z_ai/mcp-server](https://github.com/zai-ai/mcp-server) |
| `@z_ai/coding-helper` | Web and GitHub integration | [@z_ai/coding-helper](https://github.com/zai-ai/mcp-server) |
[Detailed system prompt content...]
---
Your goal is to [ultimate objective]. You [key behavior traits]. Remember: [key philosophy for 6-day sprints].
```
## 📚 Documentation
#### 📂 Department-Specific Guidelines
- **[MASTER-PROMPT.md](MASTER-PROMPT.md)** - Copy-paste installation prompt with complete workflow examples
- **[docs/workflow-example-pro.html](docs/workflow-example-pro.html)** - PRO-level workflow visualization
- **[docs/coordination-system-pro.html](docs/coordination-system-pro.html)** - Complete coordination system explanation
- **[docs/AUTO-TRIGGER-INTEGRATION-REPORT.md](docs/AUTO-TRIGGER-INTEGRATION-REPORT.md)** - Complete auto-trigger verification report
**Engineering** (`engineering/`): Focus on implementation speed, code quality, testing
**Design** (`design/`): Emphasize user experience, visual consistency, rapid iteration
**Marketing** (`marketing/`): Target viral potential, platform expertise, growth metrics
**Product** (`product/`): Prioritize user value, data-driven decisions, market fit
**Operations** (`studio-operations/`): Optimize processes, reduce friction, scale systems
**Testing** (`testing/`): Ensure quality, find bottlenecks, validate performance
**Project Management** (`project-management/`): Coordinate teams, ship on time, manage scope
---
#### 🎨 Customizations
## 📖 Complete Source Guide
Modify these elements for your needs:
- [ ] Adjust examples to reflect your product types
- [ ] Add specific tools agents have access to
- [ ] Modify success metrics for your KPIs
- [ ] Update department structure if needed
- [ ] Customize agent colors for your brand
This suite integrates **6 major open-source projects**:
## 🤝 Contributing
### 1. contains-studio/agents 🎭
**Source:** https://github.com/contains-studio/agents
**Provides:** 37 specialized agents with PROACTIVELY auto-triggering
**Key Innovation:** Context-aware agent selection system
### 2. @z_ai/mcp-server 🖼️
**Source:** https://github.com/zai-ai/mcp-server
**Provides:** 8 vision tools for images, videos, diagrams
**Key Feature:** Understand visual content for debugging and design
### 3. @z_ai/coding-helper 🌐
**Source:** https://github.com/zai-ai/mcp-server
**Provides:** Web search, GitHub integration, GLM setup wizard
**Key Feature:** Interactive configuration and real-time information
### 4. llm-tldr 📊
**Source:** https://github.com/parcadei/llm-tldr
**Provides:** 95% token reduction via 5-layer code analysis
**Key Feature:** Semantic search and impact analysis
### 5. ui-ux-pro-max-skill 🎨
**Source:** https://github.com/nextlevelbuilder/ui-ux-pro-max-skill
**Provides:** Professional UI/UX design agent with comprehensive patterns
**Key Feature:** PROACTIVELY auto-triggering for all design work
### 6. claude-codex-settings 📋
**Source:** https://github.com/fcakyon/claude-codex-settings
**Provides:** MCP configuration best practices (reference)
**Key Feature:** Proven integration patterns
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## 🎯 Real-Life Impact: Before vs After
| Scenario | Without Suite | With Suite | Impact |
|----------|--------------|-----------|--------|
| **Debugging Errors** | Paste text manually, miss context | Upload screenshot → Instant diagnosis | 5x faster |
| **Implementing UI** | Describe in words, iterate 10+ times | Upload design → Exact code generated | 10x faster |
| **Understanding Code** | Read files manually, hit token limits | TLDR 5-layer analysis, 95% token savings | 20x faster |
| **Writing Tests** | Write manually, forget often | Auto-triggered after every code change | Always tested |
| **Code Search** | grep for exact names | Semantic search by behavior | Finds by intent |
| **Web Research** | Outdated training data | Real-time web search | Always current |
| **Refactoring** | Risk breaking changes | Impact analysis, safe refactoring | Zero breaking changes |
| **Multi-Agent Tasks** | Manual orchestration | Automatic coordination | Hands-free delivery |
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## 🤝 Community & Contributing
This suite is **100% open source** and available on [GitHub](https://github.rommark.dev/admin/claude-code-glm-suite).
- ⭐ Star the repo
- 🐛 Report issues
- 🔄 Submit pull requests
- 💡 Contribute your own agents!
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## 📝 License
MIT License - Feel free to use and modify for your needs.
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**Built for developers who ship.** 🚀
To improve existing agents or suggest new ones:
1. Use the customization checklist above
2. Test thoroughly with real projects
3. Document performance improvements
4. Share successful patterns with the community