readme tidy

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Seth Hobson
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README.md
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# Claude Code Workflows & Agents # Claude Code Plugins for Agents, Commands, and Workflows
A comprehensive production-ready system combining **84 specialized AI agents**, **15 multi-agent workflow orchestrators**, and **44 development tools** organized into **62 focused, single-purpose plugins** for [Claude Code](https://docs.claude.com/en/docs/claude-code/overview). A comprehensive production-ready system combining **84 specialized AI agents**, **15 multi-agent workflow orchestrators**, and **44 development tools** organized into **62 focused, single-purpose plugins** for [Claude Code](https://docs.claude.com/en/docs/claude-code/overview).
@@ -66,83 +66,107 @@ Each installed plugin loads **only its specific agents and commands** into Claud
### Development Essentials ### Development Essentials
**code-documentation** - Documentation and technical writing **code-documentation** - Documentation and technical writing
```bash ```bash
/plugin install code-documentation /plugin install code-documentation
``` ```
Automated doc generation, code explanation, and tutorial creation for comprehensive technical documentation. Automated doc generation, code explanation, and tutorial creation for comprehensive technical documentation.
**debugging-toolkit** - Smart debugging and developer experience **debugging-toolkit** - Smart debugging and developer experience
```bash ```bash
/plugin install debugging-toolkit /plugin install debugging-toolkit
``` ```
Interactive debugging, error analysis, and DX optimization for faster problem resolution. Interactive debugging, error analysis, and DX optimization for faster problem resolution.
**git-pr-workflows** - Git automation and PR enhancement **git-pr-workflows** - Git automation and PR enhancement
```bash ```bash
/plugin install git-pr-workflows /plugin install git-pr-workflows
``` ```
Git workflow automation, pull request enhancement, and team onboarding processes. Git workflow automation, pull request enhancement, and team onboarding processes.
### Full-Stack Development ### Full-Stack Development
**backend-development** - Backend API design and architecture **backend-development** - Backend API design and architecture
```bash ```bash
/plugin install backend-development /plugin install backend-development
``` ```
RESTful and GraphQL API design with test-driven development and modern backend architecture patterns. RESTful and GraphQL API design with test-driven development and modern backend architecture patterns.
**frontend-mobile-development** - UI and mobile development **frontend-mobile-development** - UI and mobile development
```bash ```bash
/plugin install frontend-mobile-development /plugin install frontend-mobile-development
``` ```
React/React Native component development with automated scaffolding and cross-platform implementation. React/React Native component development with automated scaffolding and cross-platform implementation.
**full-stack-orchestration** - End-to-end feature development **full-stack-orchestration** - End-to-end feature development
```bash ```bash
/plugin install full-stack-orchestration /plugin install full-stack-orchestration
``` ```
Multi-agent coordination from backend → frontend → testing → security → deployment. Multi-agent coordination from backend → frontend → testing → security → deployment.
### Testing & Quality ### Testing & Quality
**unit-testing** - Automated test generation **unit-testing** - Automated test generation
```bash ```bash
/plugin install unit-testing /plugin install unit-testing
``` ```
Generate pytest (Python) and Jest (JavaScript) unit tests automatically with comprehensive edge case coverage. Generate pytest (Python) and Jest (JavaScript) unit tests automatically with comprehensive edge case coverage.
**code-review-ai** - AI-powered code review **code-review-ai** - AI-powered code review
```bash ```bash
/plugin install code-review-ai /plugin install code-review-ai
``` ```
Architectural analysis, security assessment, and code quality review with actionable feedback. Architectural analysis, security assessment, and code quality review with actionable feedback.
### Infrastructure & Operations ### Infrastructure & Operations
**cloud-infrastructure** - Cloud architecture design **cloud-infrastructure** - Cloud architecture design
```bash ```bash
/plugin install cloud-infrastructure /plugin install cloud-infrastructure
``` ```
AWS/Azure/GCP architecture, Kubernetes setup, Terraform IaC, and multi-cloud cost optimization. AWS/Azure/GCP architecture, Kubernetes setup, Terraform IaC, and multi-cloud cost optimization.
**incident-response** - Production incident management **incident-response** - Production incident management
```bash ```bash
/plugin install incident-response /plugin install incident-response
``` ```
Rapid incident triage, root cause analysis, and automated resolution workflows for production systems. Rapid incident triage, root cause analysis, and automated resolution workflows for production systems.
### Language Support ### Language Support
**python-development** - Python project scaffolding **python-development** - Python project scaffolding
```bash ```bash
/plugin install python-development /plugin install python-development
``` ```
FastAPI/Django project initialization with modern tooling (uv, ruff) and production-ready architecture. FastAPI/Django project initialization with modern tooling (uv, ruff) and production-ready architecture.
**javascript-typescript** - JavaScript/TypeScript scaffolding **javascript-typescript** - JavaScript/TypeScript scaffolding
```bash ```bash
/plugin install javascript-typescript /plugin install javascript-typescript
``` ```
Next.js, React + Vite, and Node.js project setup with pnpm and TypeScript best practices. Next.js, React + Vite, and Node.js project setup with pnpm and TypeScript best practices.
--- ---
@@ -153,179 +177,179 @@ Next.js, React + Vite, and Node.js project setup with pnpm and TypeScript best p
### 🎨 Development (4 plugins) ### 🎨 Development (4 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------------- | ------------------------------------------------- | --------------------------------------------- |
| **debugging-toolkit** | Interactive debugging and DX optimization | `/plugin install debugging-toolkit` | | **debugging-toolkit** | Interactive debugging and DX optimization | `/plugin install debugging-toolkit` |
| **backend-development** | Backend API design with GraphQL and TDD | `/plugin install backend-development` | | **backend-development** | Backend API design with GraphQL and TDD | `/plugin install backend-development` |
| **frontend-mobile-development** | Frontend UI and mobile development | `/plugin install frontend-mobile-development` | | **frontend-mobile-development** | Frontend UI and mobile development | `/plugin install frontend-mobile-development` |
| **multi-platform-apps** | Cross-platform app coordination (web/iOS/Android) | `/plugin install multi-platform-apps` | | **multi-platform-apps** | Cross-platform app coordination (web/iOS/Android) | `/plugin install multi-platform-apps` |
### 📚 Documentation (2 plugins) ### 📚 Documentation (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------------------- | --------------------------------------------- | ------------------------------------------ |
| **code-documentation** | Documentation generation and code explanation | `/plugin install code-documentation` | | **code-documentation** | Documentation generation and code explanation | `/plugin install code-documentation` |
| **documentation-generation** | OpenAPI specs, Mermaid diagrams, tutorials | `/plugin install documentation-generation` | | **documentation-generation** | OpenAPI specs, Mermaid diagrams, tutorials | `/plugin install documentation-generation` |
### 🔄 Workflows (3 plugins) ### 🔄 Workflows (3 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------------------- | ----------------------------------- | ------------------------------------------ |
| **git-pr-workflows** | Git automation and PR enhancement | `/plugin install git-pr-workflows` | | **git-pr-workflows** | Git automation and PR enhancement | `/plugin install git-pr-workflows` |
| **full-stack-orchestration** | End-to-end feature orchestration | `/plugin install full-stack-orchestration` | | **full-stack-orchestration** | End-to-end feature orchestration | `/plugin install full-stack-orchestration` |
| **tdd-workflows** | Test-driven development methodology | `/plugin install tdd-workflows` | | **tdd-workflows** | Test-driven development methodology | `/plugin install tdd-workflows` |
### ✅ Testing (1 plugin) ### ✅ Testing (1 plugin)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------- | -------------------------------------------------- | ------------------------------ |
| **unit-testing** | Automated unit test generation (Python/JavaScript) | `/plugin install unit-testing` | | **unit-testing** | Automated unit test generation (Python/JavaScript) | `/plugin install unit-testing` |
### 🔍 Quality (3 plugins) ### 🔍 Quality (3 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------------ | --------------------------------------------- | -------------------------------------------- |
| **code-review-ai** | AI-powered architectural review | `/plugin install code-review-ai` | | **code-review-ai** | AI-powered architectural review | `/plugin install code-review-ai` |
| **comprehensive-review** | Multi-perspective code analysis | `/plugin install comprehensive-review` | | **comprehensive-review** | Multi-perspective code analysis | `/plugin install comprehensive-review` |
| **performance-testing-review** | Performance analysis and test coverage review | `/plugin install performance-testing-review` | | **performance-testing-review** | Performance analysis and test coverage review | `/plugin install performance-testing-review` |
### 🛠️ Utilities (4 plugins) ### 🛠️ Utilities (4 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------- | ------------------------------------------ | --------------------------------------- |
| **code-refactoring** | Code cleanup and technical debt management | `/plugin install code-refactoring` | | **code-refactoring** | Code cleanup and technical debt management | `/plugin install code-refactoring` |
| **dependency-management** | Dependency auditing and version management | `/plugin install dependency-management` | | **dependency-management** | Dependency auditing and version management | `/plugin install dependency-management` |
| **error-debugging** | Error analysis and trace debugging | `/plugin install error-debugging` | | **error-debugging** | Error analysis and trace debugging | `/plugin install error-debugging` |
| **team-collaboration** | Team workflows and standup automation | `/plugin install team-collaboration` | | **team-collaboration** | Team workflows and standup automation | `/plugin install team-collaboration` |
### 🤖 AI & ML (4 plugins) ### 🤖 AI & ML (4 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------ | ----------------------------------- | -------------------------------------- |
| **llm-application-dev** | LLM apps and prompt engineering | `/plugin install llm-application-dev` | | **llm-application-dev** | LLM apps and prompt engineering | `/plugin install llm-application-dev` |
| **agent-orchestration** | Multi-agent system optimization | `/plugin install agent-orchestration` | | **agent-orchestration** | Multi-agent system optimization | `/plugin install agent-orchestration` |
| **context-management** | Context persistence and restoration | `/plugin install context-management` | | **context-management** | Context persistence and restoration | `/plugin install context-management` |
| **machine-learning-ops** | ML training pipelines and MLOps | `/plugin install machine-learning-ops` | | **machine-learning-ops** | ML training pipelines and MLOps | `/plugin install machine-learning-ops` |
### 📊 Data (2 plugins) ### 📊 Data (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------- | ---------------------------------- | --------------------------------------- |
| **data-engineering** | ETL pipelines and data warehouses | `/plugin install data-engineering` | | **data-engineering** | ETL pipelines and data warehouses | `/plugin install data-engineering` |
| **data-validation-suite** | Schema validation and data quality | `/plugin install data-validation-suite` | | **data-validation-suite** | Schema validation and data quality | `/plugin install data-validation-suite` |
### 🗄️ Database (2 plugins) ### 🗄️ Database (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ----------------------- | --------------------------------------- | ------------------------------------- |
| **database-design** | Database architecture and schema design | `/plugin install database-design` | | **database-design** | Database architecture and schema design | `/plugin install database-design` |
| **database-migrations** | Database migration automation | `/plugin install database-migrations` | | **database-migrations** | Database migration automation | `/plugin install database-migrations` |
### 🚨 Operations (4 plugins) ### 🚨 Operations (4 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------------------- | ------------------------------------- | ------------------------------------------ |
| **incident-response** | Production incident management | `/plugin install incident-response` | | **incident-response** | Production incident management | `/plugin install incident-response` |
| **error-diagnostics** | Error tracing and root cause analysis | `/plugin install error-diagnostics` | | **error-diagnostics** | Error tracing and root cause analysis | `/plugin install error-diagnostics` |
| **distributed-debugging** | Distributed system tracing | `/plugin install distributed-debugging` | | **distributed-debugging** | Distributed system tracing | `/plugin install distributed-debugging` |
| **observability-monitoring** | Metrics, logging, tracing, and SLO | `/plugin install observability-monitoring` | | **observability-monitoring** | Metrics, logging, tracing, and SLO | `/plugin install observability-monitoring` |
### ⚡ Performance (2 plugins) ### ⚡ Performance (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------------- | ------------------------------------------ | --------------------------------------------- |
| **application-performance** | Application profiling and optimization | `/plugin install application-performance` | | **application-performance** | Application profiling and optimization | `/plugin install application-performance` |
| **database-cloud-optimization** | Database query and cloud cost optimization | `/plugin install database-cloud-optimization` | | **database-cloud-optimization** | Database query and cloud cost optimization | `/plugin install database-cloud-optimization` |
### ☁️ Infrastructure (5 plugins) ### ☁️ Infrastructure (5 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------- | ------------------------------------------- | --------------------------------------- |
| **deployment-strategies** | Deployment patterns and rollback automation | `/plugin install deployment-strategies` | | **deployment-strategies** | Deployment patterns and rollback automation | `/plugin install deployment-strategies` |
| **deployment-validation** | Pre-deployment checks and validation | `/plugin install deployment-validation` | | **deployment-validation** | Pre-deployment checks and validation | `/plugin install deployment-validation` |
| **kubernetes-operations** | K8s manifests and GitOps workflows | `/plugin install kubernetes-operations` | | **kubernetes-operations** | K8s manifests and GitOps workflows | `/plugin install kubernetes-operations` |
| **cloud-infrastructure** | AWS/Azure/GCP cloud architecture | `/plugin install cloud-infrastructure` | | **cloud-infrastructure** | AWS/Azure/GCP cloud architecture | `/plugin install cloud-infrastructure` |
| **cicd-automation** | CI/CD pipeline configuration | `/plugin install cicd-automation` | | **cicd-automation** | CI/CD pipeline configuration | `/plugin install cicd-automation` |
### 🔒 Security (4 plugins) ### 🔒 Security (4 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------------------- | ---------------------------------------- | ------------------------------------------ |
| **security-scanning** | SAST analysis and vulnerability scanning | `/plugin install security-scanning` | | **security-scanning** | SAST analysis and vulnerability scanning | `/plugin install security-scanning` |
| **security-compliance** | SOC2/HIPAA/GDPR compliance | `/plugin install security-compliance` | | **security-compliance** | SOC2/HIPAA/GDPR compliance | `/plugin install security-compliance` |
| **backend-api-security** | API security and authentication | `/plugin install backend-api-security` | | **backend-api-security** | API security and authentication | `/plugin install backend-api-security` |
| **frontend-mobile-security** | XSS/CSRF prevention and mobile security | `/plugin install frontend-mobile-security` | | **frontend-mobile-security** | XSS/CSRF prevention and mobile security | `/plugin install frontend-mobile-security` |
### 🔄 Modernization (2 plugins) ### 🔄 Modernization (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ----------------------- | ----------------------------------------- | ------------------------------------- |
| **framework-migration** | Framework upgrades and migration planning | `/plugin install framework-migration` | | **framework-migration** | Framework upgrades and migration planning | `/plugin install framework-migration` |
| **codebase-cleanup** | Technical debt reduction and cleanup | `/plugin install codebase-cleanup` | | **codebase-cleanup** | Technical debt reduction and cleanup | `/plugin install codebase-cleanup` |
### 🌐 API (2 plugins) ### 🌐 API (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ----------------------------- | --------------------------- | ------------------------------------------- |
| **api-scaffolding** | REST/GraphQL API generation | `/plugin install api-scaffolding` | | **api-scaffolding** | REST/GraphQL API generation | `/plugin install api-scaffolding` |
| **api-testing-observability** | API testing and monitoring | `/plugin install api-testing-observability` | | **api-testing-observability** | API testing and monitoring | `/plugin install api-testing-observability` |
### 📢 Marketing (4 plugins) ### 📢 Marketing (4 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------------ | --------------------------------------- | -------------------------------------------- |
| **seo-content-creation** | SEO content writing and planning | `/plugin install seo-content-creation` | | **seo-content-creation** | SEO content writing and planning | `/plugin install seo-content-creation` |
| **seo-technical-optimization** | Meta tags, keywords, and schema markup | `/plugin install seo-technical-optimization` | | **seo-technical-optimization** | Meta tags, keywords, and schema markup | `/plugin install seo-technical-optimization` |
| **seo-analysis-monitoring** | Content analysis and authority building | `/plugin install seo-analysis-monitoring` | | **seo-analysis-monitoring** | Content analysis and authority building | `/plugin install seo-analysis-monitoring` |
| **content-marketing** | Content strategy and web research | `/plugin install content-marketing` | | **content-marketing** | Content strategy and web research | `/plugin install content-marketing` |
### 💼 Business (3 plugins) ### 💼 Business (3 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ----------------------------- | ------------------------------------ | ------------------------------------------- |
| **business-analytics** | KPI tracking and financial reporting | `/plugin install business-analytics` | | **business-analytics** | KPI tracking and financial reporting | `/plugin install business-analytics` |
| **hr-legal-compliance** | HR policies and legal templates | `/plugin install hr-legal-compliance` | | **hr-legal-compliance** | HR policies and legal templates | `/plugin install hr-legal-compliance` |
| **customer-sales-automation** | Support and sales automation | `/plugin install customer-sales-automation` | | **customer-sales-automation** | Support and sales automation | `/plugin install customer-sales-automation` |
### 💻 Languages (6 plugins) ### 💻 Languages (6 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | -------------------------- | ---------------------------------------- | ---------------------------------------- |
| **python-development** | Python 3.12+ with Django/FastAPI | `/plugin install python-development` | | **python-development** | Python 3.12+ with Django/FastAPI | `/plugin install python-development` |
| **javascript-typescript** | JavaScript/TypeScript with Node.js | `/plugin install javascript-typescript` | | **javascript-typescript** | JavaScript/TypeScript with Node.js | `/plugin install javascript-typescript` |
| **systems-programming** | Rust, Go, C, C++ for systems development | `/plugin install systems-programming` | | **systems-programming** | Rust, Go, C, C++ for systems development | `/plugin install systems-programming` |
| **jvm-languages** | Java, Scala, C# with enterprise patterns | `/plugin install jvm-languages` | | **jvm-languages** | Java, Scala, C# with enterprise patterns | `/plugin install jvm-languages` |
| **web-scripting** | PHP and Ruby for web applications | `/plugin install web-scripting` | | **web-scripting** | PHP and Ruby for web applications | `/plugin install web-scripting` |
| **functional-programming** | Elixir with OTP and Phoenix | `/plugin install functional-programming` | | **functional-programming** | Elixir with OTP and Phoenix | `/plugin install functional-programming` |
### 🔗 Blockchain (1 plugin) ### 🔗 Blockchain (1 plugin)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------- | ---------------------------------- | --------------------------------- |
| **blockchain-web3** | Smart contracts and DeFi protocols | `/plugin install blockchain-web3` | | **blockchain-web3** | Smart contracts and DeFi protocols | `/plugin install blockchain-web3` |
### 💰 Finance (1 plugin) ### 💰 Finance (1 plugin)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ------------------------ | --------------------------------------- | -------------------------------------- |
| **quantitative-trading** | Algorithmic trading and risk management | `/plugin install quantitative-trading` | | **quantitative-trading** | Algorithmic trading and risk management | `/plugin install quantitative-trading` |
### 💳 Payments (1 plugin) ### 💳 Payments (1 plugin)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------------- | ------------------------------------- | ------------------------------------ |
| **payment-processing** | Stripe/PayPal integration and billing | `/plugin install payment-processing` | | **payment-processing** | Stripe/PayPal integration and billing | `/plugin install payment-processing` |
### 🎮 Gaming (1 plugin) ### 🎮 Gaming (1 plugin)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | -------------------- | -------------------------------------- | ---------------------------------- |
| **game-development** | Unity and Minecraft plugin development | `/plugin install game-development` | | **game-development** | Unity and Minecraft plugin development | `/plugin install game-development` |
### ♿ Accessibility (1 plugin) ### ♿ Accessibility (1 plugin)
| Plugin | Description | Install | | Plugin | Description | Install |
|--------|-------------|---------| | ---------------------------- | ---------------------------------- | ------------------------------------------ |
| **accessibility-compliance** | WCAG auditing and inclusive design | `/plugin install accessibility-compliance` | | **accessibility-compliance** | WCAG auditing and inclusive design | `/plugin install accessibility-compliance` |
## Repository Structure ## Repository Structure
@@ -361,6 +385,7 @@ claude-agents/
``` ```
Each plugin contains: Each plugin contains:
- **agents/** - Specialized agents for that domain - **agents/** - Specialized agents for that domain
- **commands/** - Tools and workflows specific to that plugin - **commands/** - Tools and workflows specific to that plugin
@@ -383,27 +408,35 @@ Claude Code automatically selects and coordinates the appropriate agents based o
Plugins provide pre-configured multi-agent workflows that coordinate complex operations: Plugins provide pre-configured multi-agent workflows that coordinate complex operations:
**Full-Stack Development Plugin** **Full-Stack Development Plugin**
``` ```
"Implement user dashboard with real-time analytics" "Implement user dashboard with real-time analytics"
``` ```
→ backend-architect → graphql-architect → frontend-developer → mobile-developer → test-automator → security-auditor → performance-engineer → deployment-engineer → backend-architect → graphql-architect → frontend-developer → mobile-developer → test-automator → security-auditor → performance-engineer → deployment-engineer
**Security Hardening Plugin** **Security Hardening Plugin**
``` ```
"Perform security audit and implement OWASP best practices" "Perform security audit and implement OWASP best practices"
``` ```
→ security-auditor → backend-security-coder → frontend-security-coder → mobile-security-coder → test-automator → security-auditor → backend-security-coder → frontend-security-coder → mobile-security-coder → test-automator
**Data/ML Pipeline Plugin** **Data/ML Pipeline Plugin**
``` ```
"Build customer churn prediction model with deployment" "Build customer churn prediction model with deployment"
``` ```
→ data-scientist → data-engineer → ml-engineer → mlops-engineer → ai-engineer → performance-engineer → data-scientist → data-engineer → ml-engineer → mlops-engineer → ai-engineer → performance-engineer
**Incident Response Plugin** **Incident Response Plugin**
``` ```
"Debug production memory leak and create runbook" "Debug production memory leak and create runbook"
``` ```
→ incident-responder → devops-troubleshooter → debugger → error-detective → observability-engineer → incident-responder → devops-troubleshooter → debugger → error-detective → observability-engineer
## Agent Categories ## Agent Categories
@@ -412,197 +445,197 @@ Plugins provide pre-configured multi-agent workflows that coordinate complex ope
#### Core Architecture #### Core Architecture
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------------------- | ------ | ------------------------------------------------------------------ |
| [backend-architect](agents/backend-architect.md) | opus | RESTful API design, microservice boundaries, database schemas | | [backend-architect](agents/backend-architect.md) | opus | RESTful API design, microservice boundaries, database schemas |
| [frontend-developer](agents/frontend-developer.md) | sonnet | React components, responsive layouts, client-side state management | | [frontend-developer](agents/frontend-developer.md) | sonnet | React components, responsive layouts, client-side state management |
| [graphql-architect](agents/graphql-architect.md) | opus | GraphQL schemas, resolvers, federation architecture | | [graphql-architect](agents/graphql-architect.md) | opus | GraphQL schemas, resolvers, federation architecture |
| [architect-reviewer](agents/architect-review.md) | opus | Architectural consistency analysis and pattern validation | | [architect-reviewer](agents/architect-review.md) | opus | Architectural consistency analysis and pattern validation |
| [cloud-architect](agents/cloud-architect.md) | opus | AWS/Azure/GCP infrastructure design and cost optimization | | [cloud-architect](agents/cloud-architect.md) | opus | AWS/Azure/GCP infrastructure design and cost optimization |
| [hybrid-cloud-architect](agents/hybrid-cloud-architect.md) | opus | Multi-cloud strategies across cloud and on-premises environments | | [hybrid-cloud-architect](agents/hybrid-cloud-architect.md) | opus | Multi-cloud strategies across cloud and on-premises environments |
| [kubernetes-architect](agents/kubernetes-architect.md) | opus | Cloud-native infrastructure with Kubernetes and GitOps | | [kubernetes-architect](agents/kubernetes-architect.md) | opus | Cloud-native infrastructure with Kubernetes and GitOps |
#### UI/UX & Mobile #### UI/UX & Mobile
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------------- | ------ | -------------------------------------------------- |
| [ui-ux-designer](agents/ui-ux-designer.md) | sonnet | Interface design, wireframes, design systems | | [ui-ux-designer](agents/ui-ux-designer.md) | sonnet | Interface design, wireframes, design systems |
| [ui-visual-validator](agents/ui-visual-validator.md) | sonnet | Visual regression testing and UI verification | | [ui-visual-validator](agents/ui-visual-validator.md) | sonnet | Visual regression testing and UI verification |
| [mobile-developer](agents/mobile-developer.md) | sonnet | React Native and Flutter application development | | [mobile-developer](agents/mobile-developer.md) | sonnet | React Native and Flutter application development |
| [ios-developer](agents/ios-developer.md) | sonnet | Native iOS development with Swift/SwiftUI | | [ios-developer](agents/ios-developer.md) | sonnet | Native iOS development with Swift/SwiftUI |
| [flutter-expert](agents/flutter-expert.md) | sonnet | Advanced Flutter development with state management | | [flutter-expert](agents/flutter-expert.md) | sonnet | Advanced Flutter development with state management |
### Programming Languages ### Programming Languages
#### Systems & Low-Level #### Systems & Low-Level
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------- | ------ | ----------------------------------------------------------- |
| [c-pro](agents/c-pro.md) | sonnet | System programming with memory management and OS interfaces | | [c-pro](agents/c-pro.md) | sonnet | System programming with memory management and OS interfaces |
| [cpp-pro](agents/cpp-pro.md) | sonnet | Modern C++ with RAII, smart pointers, STL algorithms | | [cpp-pro](agents/cpp-pro.md) | sonnet | Modern C++ with RAII, smart pointers, STL algorithms |
| [rust-pro](agents/rust-pro.md) | sonnet | Memory-safe systems programming with ownership patterns | | [rust-pro](agents/rust-pro.md) | sonnet | Memory-safe systems programming with ownership patterns |
| [golang-pro](agents/golang-pro.md) | sonnet | Concurrent programming with goroutines and channels | | [golang-pro](agents/golang-pro.md) | sonnet | Concurrent programming with goroutines and channels |
#### Web & Application #### Web & Application
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ------------------------------------------ | ------ | ---------------------------------------------------------- |
| [javascript-pro](agents/javascript-pro.md) | sonnet | Modern JavaScript with ES6+, async patterns, Node.js | | [javascript-pro](agents/javascript-pro.md) | sonnet | Modern JavaScript with ES6+, async patterns, Node.js |
| [typescript-pro](agents/typescript-pro.md) | sonnet | Advanced TypeScript with type systems and generics | | [typescript-pro](agents/typescript-pro.md) | sonnet | Advanced TypeScript with type systems and generics |
| [python-pro](agents/python-pro.md) | sonnet | Python development with advanced features and optimization | | [python-pro](agents/python-pro.md) | sonnet | Python development with advanced features and optimization |
| [ruby-pro](agents/ruby-pro.md) | sonnet | Ruby with metaprogramming, Rails patterns, gem development | | [ruby-pro](agents/ruby-pro.md) | sonnet | Ruby with metaprogramming, Rails patterns, gem development |
| [php-pro](agents/php-pro.md) | sonnet | Modern PHP with frameworks and performance optimization | | [php-pro](agents/php-pro.md) | sonnet | Modern PHP with frameworks and performance optimization |
#### Enterprise & JVM #### Enterprise & JVM
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------- | ------ | -------------------------------------------------------------------- |
| [java-pro](agents/java-pro.md) | sonnet | Modern Java with streams, concurrency, JVM optimization | | [java-pro](agents/java-pro.md) | sonnet | Modern Java with streams, concurrency, JVM optimization |
| [scala-pro](agents/scala-pro.md) | sonnet | Enterprise Scala with functional programming and distributed systems | | [scala-pro](agents/scala-pro.md) | sonnet | Enterprise Scala with functional programming and distributed systems |
| [csharp-pro](agents/csharp-pro.md) | sonnet | C# development with .NET frameworks and patterns | | [csharp-pro](agents/csharp-pro.md) | sonnet | C# development with .NET frameworks and patterns |
#### Specialized Platforms #### Specialized Platforms
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ------------------------------------------------------ | ------ | ----------------------------------------------- |
| [elixir-pro](agents/elixir-pro.md) | sonnet | Elixir with OTP patterns and Phoenix frameworks | | [elixir-pro](agents/elixir-pro.md) | sonnet | Elixir with OTP patterns and Phoenix frameworks |
| [django-pro](agents/django-pro.md) | sonnet | Django development with ORM and async views | | [django-pro](agents/django-pro.md) | sonnet | Django development with ORM and async views |
| [fastapi-pro](agents/fastapi-pro.md) | sonnet | FastAPI with async patterns and Pydantic | | [fastapi-pro](agents/fastapi-pro.md) | sonnet | FastAPI with async patterns and Pydantic |
| [unity-developer](agents/unity-developer.md) | sonnet | Unity game development and optimization | | [unity-developer](agents/unity-developer.md) | sonnet | Unity game development and optimization |
| [minecraft-bukkit-pro](agents/minecraft-bukkit-pro.md) | sonnet | Minecraft server plugin development | | [minecraft-bukkit-pro](agents/minecraft-bukkit-pro.md) | sonnet | Minecraft server plugin development |
| [sql-pro](agents/sql-pro.md) | sonnet | Complex SQL queries and database optimization | | [sql-pro](agents/sql-pro.md) | sonnet | Complex SQL queries and database optimization |
### Infrastructure & Operations ### Infrastructure & Operations
#### DevOps & Deployment #### DevOps & Deployment
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | -------------------------------------------------------- | ------ | ------------------------------------------------------------------ |
| [devops-troubleshooter](agents/devops-troubleshooter.md) | sonnet | Production debugging, log analysis, deployment troubleshooting | | [devops-troubleshooter](agents/devops-troubleshooter.md) | sonnet | Production debugging, log analysis, deployment troubleshooting |
| [deployment-engineer](agents/deployment-engineer.md) | sonnet | CI/CD pipelines, containerization, cloud deployments | | [deployment-engineer](agents/deployment-engineer.md) | sonnet | CI/CD pipelines, containerization, cloud deployments |
| [terraform-specialist](agents/terraform-specialist.md) | sonnet | Infrastructure as Code with Terraform modules and state management | | [terraform-specialist](agents/terraform-specialist.md) | sonnet | Infrastructure as Code with Terraform modules and state management |
| [dx-optimizer](agents/dx-optimizer.md) | sonnet | Developer experience optimization and tooling improvements | | [dx-optimizer](agents/dx-optimizer.md) | sonnet | Developer experience optimization and tooling improvements |
#### Database Management #### Database Management
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | -------------------------------------------------- | ------ | ------------------------------------------------------------------- |
| [database-optimizer](agents/database-optimizer.md) | sonnet | Query optimization, index design, migration strategies | | [database-optimizer](agents/database-optimizer.md) | sonnet | Query optimization, index design, migration strategies |
| [database-admin](agents/database-admin.md) | sonnet | Database operations, backup, replication, monitoring | | [database-admin](agents/database-admin.md) | sonnet | Database operations, backup, replication, monitoring |
| [database-architect](agents/database-architect.md) | opus | Database design from scratch, technology selection, schema modeling | | [database-architect](agents/database-architect.md) | opus | Database design from scratch, technology selection, schema modeling |
#### Incident Response & Network #### Incident Response & Network
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | -------------------------------------------------- | ------ | --------------------------------------------------- |
| [incident-responder](agents/incident-responder.md) | opus | Production incident management and resolution | | [incident-responder](agents/incident-responder.md) | opus | Production incident management and resolution |
| [network-engineer](agents/network-engineer.md) | sonnet | Network debugging, load balancing, traffic analysis | | [network-engineer](agents/network-engineer.md) | sonnet | Network debugging, load balancing, traffic analysis |
### Quality Assurance & Security ### Quality Assurance & Security
#### Code Quality & Review #### Code Quality & Review
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ------------------------------------------------------------ | ----- | ------------------------------------------------------------ |
| [code-reviewer](agents/code-reviewer.md) | opus | Code review with security focus and production reliability | | [code-reviewer](agents/code-reviewer.md) | opus | Code review with security focus and production reliability |
| [security-auditor](agents/security-auditor.md) | opus | Vulnerability assessment and OWASP compliance | | [security-auditor](agents/security-auditor.md) | opus | Vulnerability assessment and OWASP compliance |
| [backend-security-coder](agents/backend-security-coder.md) | opus | Secure backend coding practices, API security implementation | | [backend-security-coder](agents/backend-security-coder.md) | opus | Secure backend coding practices, API security implementation |
| [frontend-security-coder](agents/frontend-security-coder.md) | opus | XSS prevention, CSP implementation, client-side security | | [frontend-security-coder](agents/frontend-security-coder.md) | opus | XSS prevention, CSP implementation, client-side security |
| [mobile-security-coder](agents/mobile-security-coder.md) | opus | Mobile security patterns, WebView security, biometric auth | | [mobile-security-coder](agents/mobile-security-coder.md) | opus | Mobile security patterns, WebView security, biometric auth |
#### Testing & Debugging #### Testing & Debugging
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------- | ------ | ---------------------------------------------------------- |
| [test-automator](agents/test-automator.md) | sonnet | Comprehensive test suite creation (unit, integration, e2e) | | [test-automator](agents/test-automator.md) | sonnet | Comprehensive test suite creation (unit, integration, e2e) |
| [tdd-orchestrator](agents/tdd-orchestrator.md) | sonnet | Test-Driven Development methodology guidance | | [tdd-orchestrator](agents/tdd-orchestrator.md) | sonnet | Test-Driven Development methodology guidance |
| [debugger](agents/debugger.md) | sonnet | Error resolution and test failure analysis | | [debugger](agents/debugger.md) | sonnet | Error resolution and test failure analysis |
| [error-detective](agents/error-detective.md) | sonnet | Log analysis and error pattern recognition | | [error-detective](agents/error-detective.md) | sonnet | Log analysis and error pattern recognition |
#### Performance & Observability #### Performance & Observability
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------------------- | ----- | -------------------------------------------------------------- |
| [performance-engineer](agents/performance-engineer.md) | opus | Application profiling and optimization | | [performance-engineer](agents/performance-engineer.md) | opus | Application profiling and optimization |
| [observability-engineer](agents/observability-engineer.md) | opus | Production monitoring, distributed tracing, SLI/SLO management | | [observability-engineer](agents/observability-engineer.md) | opus | Production monitoring, distributed tracing, SLI/SLO management |
| [search-specialist](agents/search-specialist.md) | haiku | Advanced web research and information synthesis | | [search-specialist](agents/search-specialist.md) | haiku | Advanced web research and information synthesis |
### Data & AI ### Data & AI
#### Data Engineering & Analytics #### Data Engineering & Analytics
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ------------------------------------------ | ------ | ------------------------------------------------------- |
| [data-scientist](agents/data-scientist.md) | opus | Data analysis, SQL queries, BigQuery operations | | [data-scientist](agents/data-scientist.md) | opus | Data analysis, SQL queries, BigQuery operations |
| [data-engineer](agents/data-engineer.md) | sonnet | ETL pipelines, data warehouses, streaming architectures | | [data-engineer](agents/data-engineer.md) | sonnet | ETL pipelines, data warehouses, streaming architectures |
#### Machine Learning & AI #### Machine Learning & AI
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | -------------------------------------------- | ----- | -------------------------------------------------------- |
| [ai-engineer](agents/ai-engineer.md) | opus | LLM applications, RAG systems, prompt pipelines | | [ai-engineer](agents/ai-engineer.md) | opus | LLM applications, RAG systems, prompt pipelines |
| [ml-engineer](agents/ml-engineer.md) | opus | ML pipelines, model serving, feature engineering | | [ml-engineer](agents/ml-engineer.md) | opus | ML pipelines, model serving, feature engineering |
| [mlops-engineer](agents/mlops-engineer.md) | opus | ML infrastructure, experiment tracking, model registries | | [mlops-engineer](agents/mlops-engineer.md) | opus | ML infrastructure, experiment tracking, model registries |
| [prompt-engineer](agents/prompt-engineer.md) | opus | LLM prompt optimization and engineering | | [prompt-engineer](agents/prompt-engineer.md) | opus | LLM prompt optimization and engineering |
### Documentation & Technical Writing ### Documentation & Technical Writing
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ------------------------------------------------ | ------ | ------------------------------------------------- |
| [docs-architect](agents/docs-architect.md) | opus | Comprehensive technical documentation generation | | [docs-architect](agents/docs-architect.md) | opus | Comprehensive technical documentation generation |
| [api-documenter](agents/api-documenter.md) | sonnet | OpenAPI/Swagger specifications and developer docs | | [api-documenter](agents/api-documenter.md) | sonnet | OpenAPI/Swagger specifications and developer docs |
| [reference-builder](agents/reference-builder.md) | haiku | Technical references and API documentation | | [reference-builder](agents/reference-builder.md) | haiku | Technical references and API documentation |
| [tutorial-engineer](agents/tutorial-engineer.md) | sonnet | Step-by-step tutorials and educational content | | [tutorial-engineer](agents/tutorial-engineer.md) | sonnet | Step-by-step tutorials and educational content |
| [mermaid-expert](agents/mermaid-expert.md) | sonnet | Diagram creation (flowcharts, sequences, ERDs) | | [mermaid-expert](agents/mermaid-expert.md) | sonnet | Diagram creation (flowcharts, sequences, ERDs) |
### Business & Operations ### Business & Operations
#### Business Analysis & Finance #### Business Analysis & Finance
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------- | ------ | ------------------------------------------------------- |
| [business-analyst](agents/business-analyst.md) | sonnet | Metrics analysis, reporting, KPI tracking | | [business-analyst](agents/business-analyst.md) | sonnet | Metrics analysis, reporting, KPI tracking |
| [quant-analyst](agents/quant-analyst.md) | opus | Financial modeling, trading strategies, market analysis | | [quant-analyst](agents/quant-analyst.md) | opus | Financial modeling, trading strategies, market analysis |
| [risk-manager](agents/risk-manager.md) | sonnet | Portfolio risk monitoring and management | | [risk-manager](agents/risk-manager.md) | sonnet | Portfolio risk monitoring and management |
#### Marketing & Sales #### Marketing & Sales
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------- | ------ | -------------------------------------------- |
| [content-marketer](agents/content-marketer.md) | sonnet | Blog posts, social media, email campaigns | | [content-marketer](agents/content-marketer.md) | sonnet | Blog posts, social media, email campaigns |
| [sales-automator](agents/sales-automator.md) | haiku | Cold emails, follow-ups, proposal generation | | [sales-automator](agents/sales-automator.md) | haiku | Cold emails, follow-ups, proposal generation |
#### Support & Legal #### Support & Legal
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------- | ------ | ------------------------------------------------------- |
| [customer-support](agents/customer-support.md) | sonnet | Support tickets, FAQ responses, customer communication | | [customer-support](agents/customer-support.md) | sonnet | Support tickets, FAQ responses, customer communication |
| [hr-pro](agents/hr-pro.md) | opus | HR operations, policies, employee relations | | [hr-pro](agents/hr-pro.md) | opus | HR operations, policies, employee relations |
| [legal-advisor](agents/legal-advisor.md) | opus | Privacy policies, terms of service, legal documentation | | [legal-advisor](agents/legal-advisor.md) | opus | Privacy policies, terms of service, legal documentation |
### SEO & Content Optimization ### SEO & Content Optimization
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ---------------------------------------------------------------------- | ------ | ---------------------------------------------------- |
| [seo-content-auditor](agents/seo-content-auditor.md) | sonnet | Content quality analysis, E-E-A-T signals assessment | | [seo-content-auditor](agents/seo-content-auditor.md) | sonnet | Content quality analysis, E-E-A-T signals assessment |
| [seo-meta-optimizer](agents/seo-meta-optimizer.md) | haiku | Meta title and description optimization | | [seo-meta-optimizer](agents/seo-meta-optimizer.md) | haiku | Meta title and description optimization |
| [seo-keyword-strategist](agents/seo-keyword-strategist.md) | haiku | Keyword analysis and semantic variations | | [seo-keyword-strategist](agents/seo-keyword-strategist.md) | haiku | Keyword analysis and semantic variations |
| [seo-structure-architect](agents/seo-structure-architect.md) | haiku | Content structure and schema markup | | [seo-structure-architect](agents/seo-structure-architect.md) | haiku | Content structure and schema markup |
| [seo-snippet-hunter](agents/seo-snippet-hunter.md) | haiku | Featured snippet formatting | | [seo-snippet-hunter](agents/seo-snippet-hunter.md) | haiku | Featured snippet formatting |
| [seo-content-refresher](agents/seo-content-refresher.md) | haiku | Content freshness analysis | | [seo-content-refresher](agents/seo-content-refresher.md) | haiku | Content freshness analysis |
| [seo-cannibalization-detector](agents/seo-cannibalization-detector.md) | haiku | Keyword overlap detection | | [seo-cannibalization-detector](agents/seo-cannibalization-detector.md) | haiku | Keyword overlap detection |
| [seo-authority-builder](agents/seo-authority-builder.md) | sonnet | E-E-A-T signal analysis | | [seo-authority-builder](agents/seo-authority-builder.md) | sonnet | E-E-A-T signal analysis |
| [seo-content-writer](agents/seo-content-writer.md) | sonnet | SEO-optimized content creation | | [seo-content-writer](agents/seo-content-writer.md) | sonnet | SEO-optimized content creation |
| [seo-content-planner](agents/seo-content-planner.md) | haiku | Content planning and topic clusters | | [seo-content-planner](agents/seo-content-planner.md) | haiku | Content planning and topic clusters |
### Specialized Domains ### Specialized Domains
| Agent | Model | Description | | Agent | Model | Description |
|-------|-------|-------------| | ------------------------------------------------------ | ------ | ---------------------------------------------- |
| [blockchain-developer](agents/blockchain-developer.md) | sonnet | Web3 apps, smart contracts, DeFi protocols | | [blockchain-developer](agents/blockchain-developer.md) | sonnet | Web3 apps, smart contracts, DeFi protocols |
| [payment-integration](agents/payment-integration.md) | sonnet | Payment processor integration (Stripe, PayPal) | | [payment-integration](agents/payment-integration.md) | sonnet | Payment processor integration (Stripe, PayPal) |
| [legacy-modernizer](agents/legacy-modernizer.md) | sonnet | Legacy code refactoring and modernization | | [legacy-modernizer](agents/legacy-modernizer.md) | sonnet | Legacy code refactoring and modernization |
| [context-manager](agents/context-manager.md) | haiku | Multi-agent context management | | [context-manager](agents/context-manager.md) | haiku | Multi-agent context management |
## Model Configuration ## Model Configuration
@@ -610,51 +643,53 @@ Agents are assigned to specific Claude models based on task complexity and compu
### Model Distribution Summary ### Model Distribution Summary
| Model | Agent Count | Use Case | | Model | Agent Count | Use Case |
|-------|-------------|----------| | ------ | ----------- | -------------------------------------------------------- |
| Haiku | 11 | Quick, focused tasks with minimal computational overhead | | Haiku | 11 | Quick, focused tasks with minimal computational overhead |
| Sonnet | 50 | Standard development and specialized engineering tasks | | Sonnet | 50 | Standard development and specialized engineering tasks |
| Opus | 23 | Complex reasoning, architecture, and critical analysis | | Opus | 23 | Complex reasoning, architecture, and critical analysis |
### Haiku Model Agents ### Haiku Model Agents
| Category | Agents | | Category | Agents |
|----------|--------| | ------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Context & Reference | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` | | Context & Reference | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` |
| SEO Optimization | `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner` | | SEO Optimization | `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner` |
### Sonnet Model Agents ### Sonnet Model Agents
| Category | Count | Agents | | Category | Count | Agents |
|----------|-------|--------| | --------------------- | ----- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Programming Languages | 18 | All language-specific agents (JavaScript, Python, Java, C++, etc.) | | Programming Languages | 18 | All language-specific agents (JavaScript, Python, Java, C++, etc.) |
| Frontend & UI | 5 | `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer` | | Frontend & UI | 5 | `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer` |
| Infrastructure | 10 | `devops-troubleshooter`, `deployment-engineer`, `terraform-specialist`, `dx-optimizer`, `database-admin`, `database-optimizer`, `network-engineer`, `flutter-expert`, `api-documenter`, `tutorial-engineer` | | Infrastructure | 10 | `devops-troubleshooter`, `deployment-engineer`, `terraform-specialist`, `dx-optimizer`, `database-admin`, `database-optimizer`, `network-engineer`, `flutter-expert`, `api-documenter`, `tutorial-engineer` |
| Quality & Testing | 4 | `test-automator`, `tdd-orchestrator`, `debugger`, `error-detective` | | Quality & Testing | 4 | `test-automator`, `tdd-orchestrator`, `debugger`, `error-detective` |
| Business & Support | 6 | `business-analyst`, `risk-manager`, `content-marketer`, `customer-support`, `mermaid-expert`, `legacy-modernizer` | | Business & Support | 6 | `business-analyst`, `risk-manager`, `content-marketer`, `customer-support`, `mermaid-expert`, `legacy-modernizer` |
| Data & Content | 5 | `data-engineer`, `payment-integration`, `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` | | Data & Content | 5 | `data-engineer`, `payment-integration`, `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` |
### Opus Model Agents ### Opus Model Agents
| Category | Count | Agents | | Category | Count | Agents |
|----------|-------|--------| | --------------------------- | ----- | ----------------------------------------------------------------------------------------------------------------- |
| Architecture & Design | 5 | `backend-architect`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `database-architect` | | Architecture & Design | 5 | `backend-architect`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `database-architect` |
| Security & Code Review | 5 | `code-reviewer`, `security-auditor`, `backend-security-coder`, `frontend-security-coder`, `mobile-security-coder` | | Security & Code Review | 5 | `code-reviewer`, `security-auditor`, `backend-security-coder`, `frontend-security-coder`, `mobile-security-coder` |
| Performance & Observability | 3 | `performance-engineer`, `observability-engineer`, `incident-responder` | | Performance & Observability | 3 | `performance-engineer`, `observability-engineer`, `incident-responder` |
| AI/ML Complex | 5 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer` | | AI/ML Complex | 5 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer` |
| Business Critical | 5 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst`, `risk-manager` | | Business Critical | 5 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst`, `risk-manager` |
## Architecture & Design Principles ## Architecture & Design Principles
This marketplace follows industry best practices with a focus on granularity, composability, and minimal token usage: This marketplace follows industry best practices with a focus on granularity, composability, and minimal token usage:
### Single Responsibility Principle ### Single Responsibility Principle
- Each plugin does **one thing well** (Unix philosophy) - Each plugin does **one thing well** (Unix philosophy)
- Clear, focused purposes (describable in 5-10 words) - Clear, focused purposes (describable in 5-10 words)
- Average plugin size: **3.4 components** (follows Anthropic's 2-8 pattern) - Average plugin size: **3.4 components** (follows Anthropic's 2-8 pattern)
- **Zero bloated plugins** - all plugins focused and purposeful - **Zero bloated plugins** - all plugins focused and purposeful
### Granular Plugin Architecture ### Granular Plugin Architecture
- **62 focused plugins** optimized for specific use cases - **62 focused plugins** optimized for specific use cases
- **23 clear categories** with 1-6 plugins each for easy discovery - **23 clear categories** with 1-6 plugins each for easy discovery
- Organized by domain: - Organized by domain:
@@ -666,6 +701,7 @@ This marketplace follows industry best practices with a focus on granularity, co
- And 18 more specialized categories - And 18 more specialized categories
### Tools & Capabilities ### Tools & Capabilities
- **44 development tools** including: - **44 development tools** including:
- `test-generate.md` - Automated unit test generation (pytest/Jest) - `test-generate.md` - Automated unit test generation (pytest/Jest)
- `component-scaffold.md` - React/React Native scaffolding - `component-scaffold.md` - React/React Native scaffolding
@@ -677,6 +713,7 @@ This marketplace follows industry best practices with a focus on granularity, co
- **Language-specific plugins** - 6 dedicated plugins for language experts - **Language-specific plugins** - 6 dedicated plugins for language experts
### Performance & Quality ### Performance & Quality
- **Optimized token usage** - isolated plugins load only what you need - **Optimized token usage** - isolated plugins load only what you need
- **Better context efficiency** - granular plugins reduce unnecessary context - **Better context efficiency** - granular plugins reduce unnecessary context
- **Clear discoverability** - well-organized categories and focused purposes - **Clear discoverability** - well-organized categories and focused purposes
@@ -686,26 +723,29 @@ This marketplace follows industry best practices with a focus on granularity, co
### Design Philosophy ### Design Philosophy
**Composability Over Bundling** **Composability Over Bundling**
- Mix and match plugins based on needs - Mix and match plugins based on needs
- Workflow orchestrators compose focused plugins - Workflow orchestrators compose focused plugins
- No forced feature bundling - No forced feature bundling
**Context Efficiency** **Context Efficiency**
- Smaller tools = faster processing - Smaller tools = faster processing
- Better fit in LLM context windows - Better fit in LLM context windows
- More accurate, focused responses - More accurate, focused responses
**Maintainability** **Maintainability**
- Single-purpose = easier updates - Single-purpose = easier updates
- Clear boundaries = isolated changes - Clear boundaries = isolated changes
- Less duplication = simpler maintenance - Less duplication = simpler maintenance
**Discoverability** **Discoverability**
- Clear plugin names convey purpose - Clear plugin names convey purpose
- Logical categorization - Logical categorization
- Easy to find the right tool - Easy to find the right tool
## Contributing ## Contributing
To add new agents or commands: To add new agents or commands:
@@ -720,6 +760,7 @@ To add new agents or commands:
### Plugin Structure ### Plugin Structure
Each plugin must follow this structure: Each plugin must follow this structure:
``` ```
plugins/{plugin-name}/ plugins/{plugin-name}/
├── agents/ # Agent definitions (optional) ├── agents/ # Agent definitions (optional)
@@ -736,8 +777,8 @@ Each subagent is defined as a Markdown file with frontmatter:
--- ---
name: subagent-name name: subagent-name
description: Activation criteria for this subagent description: Activation criteria for this subagent
model: haiku|sonnet|opus # Optional: Model selection model: haiku|sonnet|opus # Optional: Model selection
tools: tool1, tool2 # Optional: Tool restrictions tools: tool1, tool2 # Optional: Tool restrictions
--- ---
System prompt defining the subagent's expertise and behavior System prompt defining the subagent's expertise and behavior