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docs: Enhance README with table-based organization

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- Convert all agent listings to professional tables
- Add structured tables with Agent, Model, and Description columns
- Reorganize model configuration section with distribution tables
- Enhance agent selection guide with task-based tables
- Maintain consistency with commands repository formatting
- Improve readability and information accessibility
- Keep all existing content while improving presentation
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Seth Hobson
2025-09-13 14:14:30 -04:00
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@@ -17,158 +17,230 @@ This repository provides production-ready subagents that extend Claude Code's ca
### Architecture & System Design ### Architecture & System Design
#### Core Architecture #### Core Architecture
- **[backend-architect](backend-architect.md)** - RESTful API design, microservice boundaries, database schemas
- **[frontend-developer](frontend-developer.md)** - React components, responsive layouts, client-side state management | Agent | Model | Description |
- **[graphql-architect](graphql-architect.md)** - GraphQL schemas, resolvers, federation architecture |-------|-------|-------------|
- **[architect-reviewer](architect-review.md)** - Architectural consistency analysis and pattern validation | [backend-architect](backend-architect.md) | opus | RESTful API design, microservice boundaries, database schemas |
- **[cloud-architect](cloud-architect.md)** - AWS/Azure/GCP infrastructure design and cost optimization | [frontend-developer](frontend-developer.md) | sonnet | React components, responsive layouts, client-side state management |
- **[hybrid-cloud-architect](hybrid-cloud-architect.md)** - Multi-cloud strategies across cloud and on-premises environments | [graphql-architect](graphql-architect.md) | opus | GraphQL schemas, resolvers, federation architecture |
- **[kubernetes-architect](kubernetes-architect.md)** - Cloud-native infrastructure with Kubernetes and GitOps | [architect-reviewer](architect-review.md) | opus | Architectural consistency analysis and pattern validation |
| [cloud-architect](cloud-architect.md) | opus | AWS/Azure/GCP infrastructure design and cost optimization |
| [hybrid-cloud-architect](hybrid-cloud-architect.md) | opus | Multi-cloud strategies across cloud and on-premises environments |
| [kubernetes-architect](kubernetes-architect.md) | opus | Cloud-native infrastructure with Kubernetes and GitOps |
#### UI/UX & Mobile #### UI/UX & Mobile
- **[ui-ux-designer](ui-ux-designer.md)** - Interface design, wireframes, design systems
- **[ui-visual-validator](ui-visual-validator.md)** - Visual regression testing and UI verification | Agent | Model | Description |
- **[mobile-developer](mobile-developer.md)** - React Native and Flutter application development |-------|-------|-------------|
- **[ios-developer](ios-developer.md)** - Native iOS development with Swift/SwiftUI | [ui-ux-designer](ui-ux-designer.md) | sonnet | Interface design, wireframes, design systems |
- **[flutter-expert](flutter-expert.md)** - Advanced Flutter development with state management | [ui-visual-validator](ui-visual-validator.md) | sonnet | Visual regression testing and UI verification |
| [mobile-developer](mobile-developer.md) | sonnet | React Native and Flutter application development |
| [ios-developer](ios-developer.md) | sonnet | Native iOS development with Swift/SwiftUI |
| [flutter-expert](flutter-expert.md) | sonnet | Advanced Flutter development with state management |
### Programming Languages ### Programming Languages
#### Systems & Low-Level #### Systems & Low-Level
- **[c-pro](c-pro.md)** - System programming with memory management and OS interfaces
- **[cpp-pro](cpp-pro.md)** - Modern C++ with RAII, smart pointers, STL algorithms | Agent | Model | Description |
- **[rust-pro](rust-pro.md)** - Memory-safe systems programming with ownership patterns |-------|-------|-------------|
- **[golang-pro](golang-pro.md)** - Concurrent programming with goroutines and channels | [c-pro](c-pro.md) | sonnet | System programming with memory management and OS interfaces |
| [cpp-pro](cpp-pro.md) | sonnet | Modern C++ with RAII, smart pointers, STL algorithms |
| [rust-pro](rust-pro.md) | sonnet | Memory-safe systems programming with ownership patterns |
| [golang-pro](golang-pro.md) | sonnet | Concurrent programming with goroutines and channels |
#### Web & Application #### Web & Application
- **[javascript-pro](javascript-pro.md)** - Modern JavaScript with ES6+, async patterns, Node.js
- **[typescript-pro](typescript-pro.md)** - Advanced TypeScript with type systems and generics | Agent | Model | Description |
- **[python-pro](python-pro.md)** - Python development with advanced features and optimization |-------|-------|-------------|
- **[ruby-pro](ruby-pro.md)** - Ruby with metaprogramming, Rails patterns, gem development | [javascript-pro](javascript-pro.md) | sonnet | Modern JavaScript with ES6+, async patterns, Node.js |
- **[php-pro](php-pro.md)** - Modern PHP with frameworks and performance optimization | [typescript-pro](typescript-pro.md) | sonnet | Advanced TypeScript with type systems and generics |
| [python-pro](python-pro.md) | sonnet | Python development with advanced features and optimization |
| [ruby-pro](ruby-pro.md) | sonnet | Ruby with metaprogramming, Rails patterns, gem development |
| [php-pro](php-pro.md) | sonnet | Modern PHP with frameworks and performance optimization |
#### Enterprise & JVM #### Enterprise & JVM
- **[java-pro](java-pro.md)** - Modern Java with streams, concurrency, JVM optimization
- **[scala-pro](scala-pro.md)** - Enterprise Scala with functional programming and distributed systems | Agent | Model | Description |
- **[csharp-pro](csharp-pro.md)** - C# development with .NET frameworks and patterns |-------|-------|-------------|
| [java-pro](java-pro.md) | sonnet | Modern Java with streams, concurrency, JVM optimization |
| [scala-pro](scala-pro.md) | sonnet | Enterprise Scala with functional programming and distributed systems |
| [csharp-pro](csharp-pro.md) | sonnet | C# development with .NET frameworks and patterns |
#### Specialized Platforms #### Specialized Platforms
- **[elixir-pro](elixir-pro.md)** - Elixir with OTP patterns and Phoenix frameworks
- **[unity-developer](unity-developer.md)** - Unity game development and optimization | Agent | Model | Description |
- **[minecraft-bukkit-pro](minecraft-bukkit-pro.md)** - Minecraft server plugin development |-------|-------|-------------|
- **[sql-pro](sql-pro.md)** - Complex SQL queries and database optimization | [elixir-pro](elixir-pro.md) | sonnet | Elixir with OTP patterns and Phoenix frameworks |
| [unity-developer](unity-developer.md) | sonnet | Unity game development and optimization |
| [minecraft-bukkit-pro](minecraft-bukkit-pro.md) | sonnet | Minecraft server plugin development |
| [sql-pro](sql-pro.md) | sonnet | Complex SQL queries and database optimization |
### Infrastructure & Operations ### Infrastructure & Operations
#### DevOps & Deployment #### DevOps & Deployment
- **[devops-troubleshooter](devops-troubleshooter.md)** - Production debugging, log analysis, deployment troubleshooting
- **[deployment-engineer](deployment-engineer.md)** - CI/CD pipelines, containerization, cloud deployments | Agent | Model | Description |
- **[terraform-specialist](terraform-specialist.md)** - Infrastructure as Code with Terraform modules and state management |-------|-------|-------------|
- **[dx-optimizer](dx-optimizer.md)** - Developer experience optimization and tooling improvements | [devops-troubleshooter](devops-troubleshooter.md) | sonnet | Production debugging, log analysis, deployment troubleshooting |
| [deployment-engineer](deployment-engineer.md) | sonnet | CI/CD pipelines, containerization, cloud deployments |
| [terraform-specialist](terraform-specialist.md) | opus | Infrastructure as Code with Terraform modules and state management |
| [dx-optimizer](dx-optimizer.md) | sonnet | Developer experience optimization and tooling improvements |
#### Database Management #### Database Management
- **[database-optimizer](database-optimizer.md)** - Query optimization, index design, migration strategies
- **[database-admin](database-admin.md)** - Database operations, backup, replication, monitoring | Agent | Model | Description |
|-------|-------|-------------|
| [database-optimizer](database-optimizer.md) | opus | Query optimization, index design, migration strategies |
| [database-admin](database-admin.md) | sonnet | Database operations, backup, replication, monitoring |
#### Incident Response & Network #### Incident Response & Network
- **[incident-responder](incident-responder.md)** - Production incident management and resolution
- **[network-engineer](network-engineer.md)** - Network debugging, load balancing, traffic analysis | Agent | Model | Description |
|-------|-------|-------------|
| [incident-responder](incident-responder.md) | opus | Production incident management and resolution |
| [network-engineer](network-engineer.md) | sonnet | Network debugging, load balancing, traffic analysis |
### Quality Assurance & Security ### Quality Assurance & Security
#### Code Quality & Review #### Code Quality & Review
- **[code-reviewer](code-reviewer.md)** - Code review with security focus and production reliability
- **[security-auditor](security-auditor.md)** - Vulnerability assessment and OWASP compliance | Agent | Model | Description |
- **[architect-reviewer](architect-review.md)** - Architectural consistency and pattern validation |-------|-------|-------------|
| [code-reviewer](code-reviewer.md) | opus | Code review with security focus and production reliability |
| [security-auditor](security-auditor.md) | opus | Vulnerability assessment and OWASP compliance |
| [architect-reviewer](architect-review.md) | opus | Architectural consistency and pattern validation |
#### Testing & Debugging #### Testing & Debugging
- **[test-automator](test-automator.md)** - Comprehensive test suite creation (unit, integration, e2e)
- **[tdd-orchestrator](tdd-orchestrator.md)** - Test-Driven Development methodology guidance | Agent | Model | Description |
- **[debugger](debugger.md)** - Error resolution and test failure analysis |-------|-------|-------------|
- **[error-detective](error-detective.md)** - Log analysis and error pattern recognition | [test-automator](test-automator.md) | sonnet | Comprehensive test suite creation (unit, integration, e2e) |
| [tdd-orchestrator](tdd-orchestrator.md) | sonnet | Test-Driven Development methodology guidance |
| [debugger](debugger.md) | sonnet | Error resolution and test failure analysis |
| [error-detective](error-detective.md) | sonnet | Log analysis and error pattern recognition |
#### Performance & Research #### Performance & Research
- **[performance-engineer](performance-engineer.md)** - Application profiling and optimization
- **[search-specialist](search-specialist.md)** - Advanced web research and information synthesis | Agent | Model | Description |
|-------|-------|-------------|
| [performance-engineer](performance-engineer.md) | opus | Application profiling and optimization |
| [search-specialist](search-specialist.md) | haiku | Advanced web research and information synthesis |
### Data & AI ### Data & AI
#### Data Engineering & Analytics #### Data Engineering & Analytics
- **[data-scientist](data-scientist.md)** - Data analysis, SQL queries, BigQuery operations
- **[data-engineer](data-engineer.md)** - ETL pipelines, data warehouses, streaming architectures | Agent | Model | Description |
|-------|-------|-------------|
| [data-scientist](data-scientist.md) | opus | Data analysis, SQL queries, BigQuery operations |
| [data-engineer](data-engineer.md) | sonnet | ETL pipelines, data warehouses, streaming architectures |
#### Machine Learning & AI #### Machine Learning & AI
- **[ai-engineer](ai-engineer.md)** - LLM applications, RAG systems, prompt pipelines
- **[ml-engineer](ml-engineer.md)** - ML pipelines, model serving, feature engineering | Agent | Model | Description |
- **[mlops-engineer](mlops-engineer.md)** - ML infrastructure, experiment tracking, model registries |-------|-------|-------------|
- **[prompt-engineer](prompt-engineer.md)** - LLM prompt optimization and engineering | [ai-engineer](ai-engineer.md) | opus | LLM applications, RAG systems, prompt pipelines |
| [ml-engineer](ml-engineer.md) | opus | ML pipelines, model serving, feature engineering |
| [mlops-engineer](mlops-engineer.md) | opus | ML infrastructure, experiment tracking, model registries |
| [prompt-engineer](prompt-engineer.md) | opus | LLM prompt optimization and engineering |
### Documentation & Technical Writing ### Documentation & Technical Writing
- **[docs-architect](docs-architect.md)** - Comprehensive technical documentation generation | Agent | Model | Description |
- **[api-documenter](api-documenter.md)** - OpenAPI/Swagger specifications and developer docs |-------|-------|-------------|
- **[reference-builder](reference-builder.md)** - Technical references and API documentation | [docs-architect](docs-architect.md) | opus | Comprehensive technical documentation generation |
- **[tutorial-engineer](tutorial-engineer.md)** - Step-by-step tutorials and educational content | [api-documenter](api-documenter.md) | sonnet | OpenAPI/Swagger specifications and developer docs |
- **[mermaid-expert](mermaid-expert.md)** - Diagram creation (flowcharts, sequences, ERDs) | [reference-builder](reference-builder.md) | haiku | Technical references and API documentation |
| [tutorial-engineer](tutorial-engineer.md) | sonnet | Step-by-step tutorials and educational content |
| [mermaid-expert](mermaid-expert.md) | sonnet | Diagram creation (flowcharts, sequences, ERDs) |
### Business & Operations ### Business & Operations
#### Business Analysis & Finance #### Business Analysis & Finance
- **[business-analyst](business-analyst.md)** - Metrics analysis, reporting, KPI tracking
- **[quant-analyst](quant-analyst.md)** - Financial modeling, trading strategies, market analysis | Agent | Model | Description |
- **[risk-manager](risk-manager.md)** - Portfolio risk monitoring and management |-------|-------|-------------|
| [business-analyst](business-analyst.md) | sonnet | Metrics analysis, reporting, KPI tracking |
| [quant-analyst](quant-analyst.md) | opus | Financial modeling, trading strategies, market analysis |
| [risk-manager](risk-manager.md) | sonnet | Portfolio risk monitoring and management |
#### Marketing & Sales #### Marketing & Sales
- **[content-marketer](content-marketer.md)** - Blog posts, social media, email campaigns
- **[sales-automator](sales-automator.md)** - Cold emails, follow-ups, proposal generation | Agent | Model | Description |
|-------|-------|-------------|
| [content-marketer](content-marketer.md) | sonnet | Blog posts, social media, email campaigns |
| [sales-automator](sales-automator.md) | haiku | Cold emails, follow-ups, proposal generation |
#### Support & Legal #### Support & Legal
- **[customer-support](customer-support.md)** - Support tickets, FAQ responses, customer communication
- **[hr-pro](hr-pro.md)** - HR operations, policies, employee relations | Agent | Model | Description |
- **[legal-advisor](legal-advisor.md)** - Privacy policies, terms of service, legal documentation |-------|-------|-------------|
| [customer-support](customer-support.md) | sonnet | Support tickets, FAQ responses, customer communication |
| [hr-pro](hr-pro.md) | opus | HR operations, policies, employee relations |
| [legal-advisor](legal-advisor.md) | opus | Privacy policies, terms of service, legal documentation |
### Specialized Domains ### Specialized Domains
- **[payment-integration](payment-integration.md)** - Payment processor integration (Stripe, PayPal) | Agent | Model | Description |
- **[legacy-modernizer](legacy-modernizer.md)** - Legacy code refactoring and modernization |-------|-------|-------------|
- **[context-manager](context-manager.md)** - Multi-agent context management | [payment-integration](payment-integration.md) | sonnet | Payment processor integration (Stripe, PayPal) |
| [legacy-modernizer](legacy-modernizer.md) | sonnet | Legacy code refactoring and modernization |
| [context-manager](context-manager.md) | haiku | Multi-agent context management |
### SEO & Content Optimization ### SEO & Content Optimization
- **[seo-content-auditor](seo-content-auditor.md)** - Content quality analysis, E-E-A-T signals assessment | Agent | Model | Description |
- **[seo-meta-optimizer](seo-meta-optimizer.md)** - Meta title and description optimization |-------|-------|-------------|
- **[seo-keyword-strategist](seo-keyword-strategist.md)** - Keyword analysis and semantic variations | [seo-content-auditor](seo-content-auditor.md) | sonnet | Content quality analysis, E-E-A-T signals assessment |
- **[seo-structure-architect](seo-structure-architect.md)** - Content structure and schema markup | [seo-meta-optimizer](seo-meta-optimizer.md) | haiku | Meta title and description optimization |
- **[seo-snippet-hunter](seo-snippet-hunter.md)** - Featured snippet formatting | [seo-keyword-strategist](seo-keyword-strategist.md) | haiku | Keyword analysis and semantic variations |
- **[seo-content-refresher](seo-content-refresher.md)** - Content freshness analysis | [seo-structure-architect](seo-structure-architect.md) | haiku | Content structure and schema markup |
- **[seo-cannibalization-detector](seo-cannibalization-detector.md)** - Keyword overlap detection | [seo-snippet-hunter](seo-snippet-hunter.md) | haiku | Featured snippet formatting |
- **[seo-authority-builder](seo-authority-builder.md)** - E-E-A-T signal analysis | [seo-content-refresher](seo-content-refresher.md) | haiku | Content freshness analysis |
- **[seo-content-writer](seo-content-writer.md)** - SEO-optimized content creation | [seo-cannibalization-detector](seo-cannibalization-detector.md) | haiku | Keyword overlap detection |
- **[seo-content-planner](seo-content-planner.md)** - Content planning and topic clusters | [seo-authority-builder](seo-authority-builder.md) | sonnet | E-E-A-T signal analysis |
| [seo-content-writer](seo-content-writer.md) | sonnet | SEO-optimized content creation |
| [seo-content-planner](seo-content-planner.md) | haiku | Content planning and topic clusters |
## Model Configuration ## Model Configuration
Agents are assigned to specific Claude models based on task complexity and computational requirements. The system uses three model tiers: Agents are assigned to specific Claude models based on task complexity and computational requirements. The system uses three model tiers:
### Haiku Model (Fast Response) - 11 agents ### Model Distribution Summary
Optimized for quick, focused tasks with minimal computational overhead:
- `context-manager`, `reference-builder`, `sales-automator`, `search-specialist`
- SEO agents: `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner`
### Sonnet Model (Balanced Performance) - 46 agents | Model | Agent Count | Use Case |
Standard model for development and specialized tasks: |-------|-------------|----------|
- Language specialists (18): All programming language agents | Haiku | 11 | Quick, focused tasks with minimal computational overhead |
- Frontend/UI agents (5): `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer` | Sonnet | 46 | Standard development and specialized engineering tasks |
- Infrastructure agents (14): DevOps, database, network, and deployment specialists | Opus | 21 | Complex reasoning, architecture, and critical analysis |
- Quality/Testing agents (4): `test-automator`, `tdd-orchestrator`, `debugger`, `error-detective`
- Data/ML agents (5): Basic ML and data engineering tasks
### Opus Model (Maximum Capability) - 21 agents ### Haiku Model Agents
Reserved for complex reasoning and critical analysis:
- Architecture & Design (7): `architect-reviewer`, `backend-architect`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `graphql-architect`, `terraform-specialist` | Category | Agents |
- Critical Analysis (5): `code-reviewer`, `security-auditor`, `performance-engineer`, `incident-responder`, `database-optimizer` |----------|--------|
- AI/ML Complex (5): `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer` | Context & Reference | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` |
- Business Critical (4): `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst` | 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
| Category | Count | Agents |
|----------|-------|--------|
| 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` |
| Infrastructure | 8 | `devops-troubleshooter`, `deployment-engineer`, `dx-optimizer`, `database-admin`, `network-engineer`, `flutter-expert`, `api-documenter`, `tutorial-engineer` |
| 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` |
| Data & Content | 5 | `data-engineer`, `payment-integration`, `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` |
### Opus Model Agents
| Category | Count | Agents |
|----------|-------|--------|
| Architecture & Design | 7 | `architect-reviewer`, `backend-architect`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `graphql-architect`, `terraform-specialist` |
| Critical Analysis | 5 | `code-reviewer`, `security-auditor`, `performance-engineer`, `incident-responder`, `database-optimizer` |
| AI/ML Complex | 5 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer` |
| Business Critical | 4 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst` |
## Installation ## Installation
@@ -335,43 +407,62 @@ payment-integration → security-auditor → Validated implementation
## Agent Selection Guide ## Agent Selection Guide
### Architecture & Planning ### Architecture & Planning
- `backend-architect`: API design, microservices, database schemas
- `cloud-architect`: Infrastructure design, scalability planning | Task | Recommended Agent | Key Capabilities |
- `ui-ux-designer`: Interface design, wireframes, design systems |------|------------------|------------------|
| API Design | `backend-architect` | RESTful APIs, microservices, database schemas |
| Cloud Infrastructure | `cloud-architect` | AWS/Azure/GCP design, scalability planning |
| UI/UX Design | `ui-ux-designer` | Interface design, wireframes, design systems |
| System Architecture | `architect-reviewer` | Pattern validation, consistency analysis |
### Development by Language ### Development by Language
- Systems: `c-pro`, `cpp-pro`, `rust-pro`, `golang-pro`
- Web: `javascript-pro`, `typescript-pro`, `python-pro`, `ruby-pro`, `php-pro` | Language Category | Agents | Primary Use Cases |
- Enterprise: `java-pro`, `csharp-pro`, `scala-pro` |-------------------|--------|-------------------|
- Mobile: `ios-developer`, `flutter-expert`, `mobile-developer` | Systems Programming | `c-pro`, `cpp-pro`, `rust-pro`, `golang-pro` | OS interfaces, embedded systems, high performance |
- Specialized: `elixir-pro`, `unity-developer`, `minecraft-bukkit-pro` | Web Development | `javascript-pro`, `typescript-pro`, `python-pro`, `ruby-pro`, `php-pro` | Full-stack web applications, APIs, scripting |
| Enterprise | `java-pro`, `csharp-pro`, `scala-pro` | Large-scale applications, enterprise systems |
| Mobile | `ios-developer`, `flutter-expert`, `mobile-developer` | Native and cross-platform mobile apps |
| Specialized | `elixir-pro`, `unity-developer`, `minecraft-bukkit-pro` | Domain-specific development |
### Operations & Infrastructure ### Operations & Infrastructure
- `devops-troubleshooter`: Production issues, deployment problems
- `incident-responder`: Critical outages and immediate response | Task | Recommended Agent | Key Capabilities |
- `database-optimizer`: Query performance, indexing strategies |------|------------------|------------------|
- `database-admin`: Backup, replication, disaster recovery | Production Issues | `devops-troubleshooter` | Log analysis, deployment debugging |
- `terraform-specialist`: Infrastructure as Code | Critical Incidents | `incident-responder` | Outage response, immediate mitigation |
- `network-engineer`: Network debugging, load balancing | Database Performance | `database-optimizer` | Query optimization, indexing strategies |
| Database Operations | `database-admin` | Backup, replication, disaster recovery |
| Infrastructure as Code | `terraform-specialist` | Terraform modules, state management |
| Network Issues | `network-engineer` | Network debugging, load balancing |
### Quality & Security ### Quality & Security
- `code-reviewer`: Code quality and security analysis
- `security-auditor`: Vulnerability scanning, compliance | Task | Recommended Agent | Key Capabilities |
- `test-automator`: Test suite creation and strategy |------|------------------|------------------|
- `performance-engineer`: Application optimization | Code Review | `code-reviewer` | Security focus, best practices |
- `debugger`: Bug investigation and resolution | Security Audit | `security-auditor` | Vulnerability scanning, OWASP compliance |
| Test Creation | `test-automator` | Unit, integration, E2E test suites |
| Performance Issues | `performance-engineer` | Profiling, optimization |
| Bug Investigation | `debugger` | Error resolution, root cause analysis |
### Data & Machine Learning ### Data & Machine Learning
- `data-scientist`: Data analysis and insights
- `ai-engineer`: LLM applications and RAG systems | Task | Recommended Agent | Key Capabilities |
- `ml-engineer`: Model development and deployment |------|------------------|------------------|
- `mlops-engineer`: ML infrastructure and pipelines | Data Analysis | `data-scientist` | SQL queries, statistical analysis |
| LLM Applications | `ai-engineer` | RAG systems, prompt pipelines |
| ML Development | `ml-engineer` | Model training, feature engineering |
| ML Operations | `mlops-engineer` | ML infrastructure, experiment tracking |
### Documentation & Business ### Documentation & Business
- `docs-architect`: Technical documentation generation
- `api-documenter`: OpenAPI specifications | Task | Recommended Agent | Key Capabilities |
- `business-analyst`: Metrics and reporting |------|------------------|------------------|
- `legal-advisor`: Legal documentation and compliance | Technical Docs | `docs-architect` | Comprehensive documentation generation |
| API Documentation | `api-documenter` | OpenAPI/Swagger specifications |
| Business Metrics | `business-analyst` | KPI tracking, reporting |
| Legal Compliance | `legal-advisor` | Privacy policies, terms of service |
## Best Practices ## Best Practices