mirror of
https://github.com/wshobson/agents.git
synced 2026-03-18 09:37:15 +00:00
Refine plugin marketplace for launch readiness
Plugin Scope Improvements: - Remove language-specialists plugin (not task-focused) - Split specialized-domains into 5 focused plugins: * blockchain-web3 - Smart contract development only * quantitative-trading - Financial modeling and trading only * payment-processing - Payment gateway integration only * game-development - Unity and Minecraft only * accessibility-compliance - WCAG auditing only - Split business-operations into 3 focused plugins: * business-analytics - Metrics and reporting only * hr-legal-compliance - HR and legal docs only * customer-sales-automation - Support and sales workflows only - Fix infrastructure-devops scope: * Remove database concerns (db-migrate, database-admin) * Remove observability concerns (observability-engineer) * Move slo-implement to incident-response * Focus purely on container orchestration (K8s, Docker, Terraform) - Fix customer-sales-automation scope: * Remove content-marketer (unrelated to customer/sales workflows) Marketplace Statistics: - Total plugins: 27 (was 22) - Tool coverage: 100% (42/42 tools referenced) - Fat plugins removed: 3 (language-specialists, specialized-domains, business-operations) - All plugins now have clear, focused tasks Model Migration: - Migrate all 42 tools from claude-sonnet-4-0/opus-4-1 to model: sonnet - Migrate all 15 workflows from claude-opus-4-1 to model: sonnet - Use short model syntax consistent with agent files Documentation Updates: - Update README.md with refined plugin structure - Update plugin descriptions to be task-focused - Remove anthropomorphic and marketing language - Improve category organization (now 16 distinct categories) Ready for October 9, 2025 @ 9am PST launch
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README.md
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README.md
@@ -12,28 +12,194 @@ This unified repository provides everything needed for intelligent automation an
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|||||||
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||||||
## Installation
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## Installation
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||||||
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||||||
### Plugin Marketplace (Recommended - Available October 9, 2025)
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### Quick Start
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||||||
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||||||
Install workflow-based plugin collections directly from the Claude Code plugin marketplace:
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||||||
```bash
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```bash
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# Add the marketplace
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# Add the plugin marketplace
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/plugin marketplace add wshobson/agents
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/plugin marketplace add wshobson/agents
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# Browse available plugins
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# Browse available plugins
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/plugin list
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/plugin list
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# Install workflow-based plugins
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# Install your first plugin
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/plugin install full-stack-development
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/plugin install claude-code-essentials
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/plugin install security-hardening
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```
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/plugin install data-ml-pipeline
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/plugin install incident-response
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||||||
# Install infrastructure/specialist plugins
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### Available Plugins
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||||||
|
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||||||
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#### Getting Started
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||||||
|
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||||||
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**claude-code-essentials** - Essential tools for daily development
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||||||
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```bash
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/plugin install claude-code-essentials
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```
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Includes: Code explanation, debugging, documentation, PR enhancement, git workflows
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||||||
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#### Complete Workflow Systems
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||||||
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**full-stack-development** - End-to-end feature implementation
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|
```bash
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/plugin install full-stack-development
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|
```
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Multi-agent coordination: Backend API → Frontend UI → Mobile → Testing → Security → Deployment
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|
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**security-hardening** - Security auditing and compliance
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|
```bash
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/plugin install security-hardening
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```
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OWASP scanning, penetration testing, code review, SOC2/HIPAA/GDPR compliance
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|
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**data-ml-pipeline** - ML/AI development and MLOps
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```bash
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/plugin install data-ml-pipeline
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```
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Data engineering → Model training → MLOps → LangChain/RAG → Deployment
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**incident-response** - Production debugging and SRE
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|
```bash
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/plugin install incident-response
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```
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Diagnostics → Root cause analysis → Rollback → Post-mortem documentation
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|
**performance-optimization** - System profiling and optimization
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|
```bash
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/plugin install performance-optimization
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```
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Profiling → Query optimization → Caching → Scalability assessment
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|
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|
**code-quality-review** - Multi-perspective code analysis
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|
```bash
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/plugin install code-quality-review
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```
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Architecture → Security → Performance → Test coverage analysis
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**legacy-modernization** - Codebase modernization workflows
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```bash
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/plugin install legacy-modernization
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```
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Framework migration → Dependency updates → Refactoring → Compatibility testing
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**multi-platform-apps** - Cross-platform development
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```bash
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/plugin install multi-platform-apps
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```
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Web (React/Next.js) → iOS (Swift) → Android (Kotlin) → Desktop coordination
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|
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**cicd-automation** - CI/CD pipeline configuration
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|
```bash
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/plugin install cicd-automation
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```
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GitHub Actions/GitLab CI → Progressive deployment → Canary releases → Monitoring
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**agent-optimization** - AI agent performance tuning
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```bash
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/plugin install agent-optimization
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```
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|
Prompt engineering → Multi-agent coordination → Context management
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|
**documentation-generation** - Technical documentation automation
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||||||
|
```bash
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/plugin install documentation-generation
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```
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OpenAPI specs → Mermaid diagrams → Tutorials → API references
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||||||
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|
#### Focused Development Kits
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**api-development-kit** - REST/GraphQL API development
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||||||
|
```bash
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/plugin install api-development-kit
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|
```
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API scaffolding → OpenAPI docs → Security scanning → Mocking → Validation
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|
**testing-quality-suite** - Comprehensive testing workflows
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||||||
|
```bash
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/plugin install testing-quality-suite
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```
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TDD workflows → Test generation → Unit/integration/e2e → Quality gates
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|
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|
**infrastructure-devops** - Container orchestration deployment
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|
```bash
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/plugin install infrastructure-devops
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```
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Kubernetes manifests → Docker optimization → Terraform IaC → Cost analysis
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||||||
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|
**development-utilities** - Daily productivity tools
|
||||||
|
```bash
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/plugin install development-utilities
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```
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|
Refactoring → Dependency auditing → Error analysis → Standup automation
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|
|
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|
#### Infrastructure & Operations
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|
|
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|
**cloud-infrastructure** - AWS/Azure/GCP architecture
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|
```bash
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/plugin install cloud-infrastructure
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/plugin install cloud-infrastructure
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/plugin install language-specialists
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```
|
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Cloud design → Kubernetes → Terraform IaC → Hybrid cloud → Cost optimization
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||||||
|
|
||||||
|
**database-operations** - Database optimization and administration
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||||||
|
```bash
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/plugin install database-operations
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|
```
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Schema design → Query optimization → Migrations → PostgreSQL/MySQL/MongoDB
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||||||
|
|
||||||
|
#### Marketing & Business
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||||||
|
|
||||||
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**seo-content-suite** - SEO optimization toolkit
|
||||||
|
```bash
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/plugin install seo-content-suite
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/plugin install seo-content-suite
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||||||
```
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```
|
||||||
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Content analysis → Keyword research → Meta optimization → E-E-A-T signals
|
||||||
|
|
||||||
|
**business-analytics** - Business intelligence and metrics
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||||||
|
```bash
|
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/plugin install business-analytics
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||||||
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```
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KPI tracking → Financial reporting → Data-driven decision making
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||||||
|
|
||||||
|
**hr-legal-compliance** - HR and legal documentation
|
||||||
|
```bash
|
||||||
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/plugin install hr-legal-compliance
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||||||
|
```
|
||||||
|
HR policies → Legal templates → GDPR/SOC2/HIPAA compliance → Employment contracts
|
||||||
|
|
||||||
|
**customer-sales-automation** - Customer relationship workflows
|
||||||
|
```bash
|
||||||
|
/plugin install customer-sales-automation
|
||||||
|
```
|
||||||
|
Support automation → Sales pipeline → Email campaigns → CRM integration
|
||||||
|
|
||||||
|
#### Specialized Domains
|
||||||
|
|
||||||
|
**blockchain-web3** - Blockchain and smart contract development
|
||||||
|
```bash
|
||||||
|
/plugin install blockchain-web3
|
||||||
|
```
|
||||||
|
Solidity → Smart contracts → DeFi protocols → NFT platforms → Web3 apps
|
||||||
|
|
||||||
|
**quantitative-trading** - Financial modeling and algorithmic trading
|
||||||
|
```bash
|
||||||
|
/plugin install quantitative-trading
|
||||||
|
```
|
||||||
|
Quant analysis → Trading strategies → Portfolio risk → Backtesting
|
||||||
|
|
||||||
|
**payment-processing** - Payment gateway integration
|
||||||
|
```bash
|
||||||
|
/plugin install payment-processing
|
||||||
|
```
|
||||||
|
Stripe/PayPal integration → Checkout flows → Subscription billing → PCI compliance
|
||||||
|
|
||||||
|
**game-development** - Unity and Minecraft development
|
||||||
|
```bash
|
||||||
|
/plugin install game-development
|
||||||
|
```
|
||||||
|
Unity C# scripting → Minecraft Bukkit/Spigot plugins → Game mechanics
|
||||||
|
|
||||||
|
**accessibility-compliance** - WCAG accessibility auditing
|
||||||
|
```bash
|
||||||
|
/plugin install accessibility-compliance
|
||||||
|
```
|
||||||
|
WCAG validation → Screen reader testing → Keyboard navigation → Inclusive design
|
||||||
|
|
||||||
### Manual Installation
|
### Manual Installation
|
||||||
|
|
||||||
@@ -64,6 +230,48 @@ agents/
|
|||||||
└── README.md
|
└── README.md
|
||||||
```
|
```
|
||||||
|
|
||||||
|
## Usage
|
||||||
|
|
||||||
|
### Agent Invocation
|
||||||
|
|
||||||
|
After installing plugins, agents are automatically available. Invoke them explicitly in natural language:
|
||||||
|
|
||||||
|
```
|
||||||
|
"Use backend-architect to design the authentication API"
|
||||||
|
"Have security-auditor scan for OWASP vulnerabilities"
|
||||||
|
"Get performance-engineer to optimize this database query"
|
||||||
|
```
|
||||||
|
|
||||||
|
Claude Code automatically selects and coordinates the appropriate agents based on your request.
|
||||||
|
|
||||||
|
### Multi-Agent Orchestration Examples
|
||||||
|
|
||||||
|
Plugins provide pre-configured multi-agent workflows that coordinate complex operations:
|
||||||
|
|
||||||
|
**Full-Stack Development Plugin**
|
||||||
|
```
|
||||||
|
"Implement user dashboard with real-time analytics"
|
||||||
|
```
|
||||||
|
→ backend-architect → graphql-architect → frontend-developer → mobile-developer → test-automator → security-auditor → performance-engineer → deployment-engineer
|
||||||
|
|
||||||
|
**Security Hardening Plugin**
|
||||||
|
```
|
||||||
|
"Perform security audit and implement OWASP best practices"
|
||||||
|
```
|
||||||
|
→ security-auditor → backend-security-coder → frontend-security-coder → mobile-security-coder → test-automator
|
||||||
|
|
||||||
|
**Data/ML Pipeline Plugin**
|
||||||
|
```
|
||||||
|
"Build customer churn prediction model with deployment"
|
||||||
|
```
|
||||||
|
→ data-scientist → data-engineer → ml-engineer → mlops-engineer → ai-engineer → performance-engineer
|
||||||
|
|
||||||
|
**Incident Response Plugin**
|
||||||
|
```
|
||||||
|
"Debug production memory leak and create runbook"
|
||||||
|
```
|
||||||
|
→ incident-responder → devops-troubleshooter → debugger → error-detective → observability-engineer
|
||||||
|
|
||||||
## Agent Categories
|
## Agent Categories
|
||||||
|
|
||||||
### Architecture & System Design
|
### Architecture & System Design
|
||||||
@@ -301,176 +509,6 @@ Agents are assigned to specific Claude models based on task complexity and compu
|
|||||||
| 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 | 4 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst` |
|
| Business Critical | 4 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst` |
|
||||||
|
|
||||||
## Usage
|
|
||||||
|
|
||||||
### Workflow Invocation
|
|
||||||
|
|
||||||
```bash
|
|
||||||
# Full-stack feature development
|
|
||||||
/workflows:feature-development implement OAuth2 authentication
|
|
||||||
|
|
||||||
# Security hardening
|
|
||||||
/workflows:security-hardening perform security audit and remediation
|
|
||||||
|
|
||||||
# ML pipeline
|
|
||||||
/workflows:ml-pipeline build recommendation system with monitoring
|
|
||||||
|
|
||||||
# Incident response
|
|
||||||
/workflows:incident-response debug production memory leak
|
|
||||||
```
|
|
||||||
|
|
||||||
### Tool Invocation
|
|
||||||
|
|
||||||
```bash
|
|
||||||
# API scaffolding
|
|
||||||
/tools:api-scaffold create user management endpoints
|
|
||||||
|
|
||||||
# Security scanning
|
|
||||||
/tools:security-scan perform vulnerability assessment
|
|
||||||
|
|
||||||
# Documentation generation
|
|
||||||
/tools:doc-generate create API documentation
|
|
||||||
```
|
|
||||||
|
|
||||||
### Direct Agent Access
|
|
||||||
|
|
||||||
Agents are automatically available and can be explicitly invoked:
|
|
||||||
|
|
||||||
```bash
|
|
||||||
"Use backend-architect to design the authentication API"
|
|
||||||
"Have security-auditor scan for OWASP vulnerabilities"
|
|
||||||
"Get performance-engineer to optimize this bottleneck"
|
|
||||||
```
|
|
||||||
|
|
||||||
## Multi-Agent Orchestration Examples
|
|
||||||
|
|
||||||
### Full-Stack Development
|
|
||||||
```bash
|
|
||||||
/workflows:full-stack-feature implement user dashboard with analytics
|
|
||||||
```
|
|
||||||
**Orchestrates**: backend-architect → graphql-architect → frontend-developer → mobile-developer → test-automator → security-auditor → performance-engineer → deployment-engineer
|
|
||||||
|
|
||||||
### Security Hardening
|
|
||||||
```bash
|
|
||||||
/workflows:security-hardening implement security best practices
|
|
||||||
```
|
|
||||||
**Orchestrates**: security-auditor → backend-security-coder → frontend-security-coder → mobile-security-coder → test-automator
|
|
||||||
|
|
||||||
### Data/ML Pipeline
|
|
||||||
```bash
|
|
||||||
/workflows:ml-pipeline build customer churn prediction model
|
|
||||||
```
|
|
||||||
**Orchestrates**: data-scientist → data-engineer → ml-engineer → mlops-engineer → ai-engineer → performance-engineer
|
|
||||||
|
|
||||||
### Incident Response
|
|
||||||
```bash
|
|
||||||
/workflows:incident-response debug high CPU usage in production
|
|
||||||
```
|
|
||||||
**Orchestrates**: incident-responder → devops-troubleshooter → debugger → error-detective → observability-engineer
|
|
||||||
|
|
||||||
### Common Workflow Patterns
|
|
||||||
|
|
||||||
**Feature Development**
|
|
||||||
```
|
|
||||||
"Implement user authentication"
|
|
||||||
→ backend-architect → frontend-developer → test-automator → security-auditor
|
|
||||||
```
|
|
||||||
|
|
||||||
**Performance Optimization**
|
|
||||||
```
|
|
||||||
"Optimize checkout process"
|
|
||||||
→ performance-engineer → database-optimizer → frontend-developer
|
|
||||||
```
|
|
||||||
|
|
||||||
**Production Incidents**
|
|
||||||
```
|
|
||||||
"Debug high memory usage"
|
|
||||||
→ incident-responder → devops-troubleshooter → error-detective → performance-engineer
|
|
||||||
```
|
|
||||||
|
|
||||||
**Infrastructure Setup**
|
|
||||||
```
|
|
||||||
"Set up disaster recovery"
|
|
||||||
→ database-admin → database-optimizer → terraform-specialist
|
|
||||||
```
|
|
||||||
|
|
||||||
**ML Pipeline Development**
|
|
||||||
```
|
|
||||||
"Build ML pipeline with monitoring"
|
|
||||||
→ mlops-engineer → ml-engineer → data-engineer → performance-engineer
|
|
||||||
```
|
|
||||||
|
|
||||||
## Workflow Commands
|
|
||||||
|
|
||||||
Multi-agent orchestration systems that coordinate complex, cross-domain tasks:
|
|
||||||
|
|
||||||
### Core Development Workflows
|
|
||||||
|
|
||||||
| Command | Purpose | Agent Coordination |
|
|
||||||
|---------|---------|-------------------|
|
|
||||||
| `feature-development` | End-to-end feature implementation | Backend, frontend, testing, deployment |
|
|
||||||
| `full-stack-feature` | Complete multi-tier implementation | Backend API, frontend UI, mobile, database |
|
|
||||||
| `full-review` | Multi-perspective code analysis | Architecture, security, performance, quality |
|
|
||||||
| `smart-fix` | Intelligent problem resolution | Dynamic agent selection based on issue type |
|
|
||||||
| `tdd-cycle` | Test-driven development orchestration | Test writer, implementer, refactoring specialist |
|
|
||||||
|
|
||||||
### Process Automation Workflows
|
|
||||||
|
|
||||||
| Command | Purpose | Scope |
|
|
||||||
|---------|---------|-------|
|
|
||||||
| `git-workflow` | Version control process automation | Branching strategies, commit standards, PR templates |
|
|
||||||
| `improve-agent` | Agent optimization | Prompt engineering, performance tuning |
|
|
||||||
| `legacy-modernize` | Codebase modernization | Architecture migration, dependency updates |
|
|
||||||
| `multi-platform` | Cross-platform development | Web, mobile, desktop coordination |
|
|
||||||
| `workflow-automate` | CI/CD pipeline automation | Build, test, deploy, monitor |
|
|
||||||
|
|
||||||
### Advanced Orchestration Workflows
|
|
||||||
|
|
||||||
| Command | Primary Focus | Specialized Agents |
|
|
||||||
|---------|---------------|-------------------|
|
|
||||||
| `security-hardening` | Security-first development | Threat modeling, vulnerability assessment |
|
|
||||||
| `data-driven-feature` | ML-powered functionality | Data science, feature engineering, model deployment |
|
|
||||||
| `ml-pipeline` | End-to-end ML infrastructure | MLOps, data engineering, model serving |
|
|
||||||
| `performance-optimization` | System-wide optimization | Profiling, caching, query optimization |
|
|
||||||
| `incident-response` | Production issue resolution | Diagnostics, root cause analysis, hotfix deployment |
|
|
||||||
|
|
||||||
## Development Tools
|
|
||||||
|
|
||||||
Focused, single-purpose utilities for specific development operations:
|
|
||||||
|
|
||||||
### AI and Machine Learning
|
|
||||||
- `langchain-agent` - LangChain agent development
|
|
||||||
- `ai-assistant` - AI-powered development assistance
|
|
||||||
- `ai-review` - AI-based code review
|
|
||||||
|
|
||||||
### API Development
|
|
||||||
- `api-scaffold` - API endpoint scaffolding
|
|
||||||
- `api-mock` - API mocking and testing
|
|
||||||
|
|
||||||
### Testing & Quality
|
|
||||||
- `tdd-red` - Red phase (failing tests)
|
|
||||||
- `tdd-green` - Green phase (passing implementation)
|
|
||||||
- `tdd-refactor` - Refactor phase
|
|
||||||
- `test-harness` - Test infrastructure setup
|
|
||||||
|
|
||||||
### Security & Compliance
|
|
||||||
- `security-scan` - Vulnerability scanning
|
|
||||||
- `compliance-check` - Compliance validation
|
|
||||||
|
|
||||||
### Infrastructure & Operations
|
|
||||||
- `k8s-manifest` - Kubernetes manifest generation
|
|
||||||
- `docker-optimize` - Docker optimization
|
|
||||||
- `monitor-setup` - Monitoring infrastructure
|
|
||||||
- `deploy-checklist` - Deployment validation
|
|
||||||
|
|
||||||
### Code Quality
|
|
||||||
- `code-explain` - Code explanation
|
|
||||||
- `code-migrate` - Code migration
|
|
||||||
- `refactor-clean` - Code refactoring
|
|
||||||
- `pr-enhance` - Pull request enhancement
|
|
||||||
|
|
||||||
### And 20+ more tools for debugging, documentation, data validation, cost optimization, and developer workflows
|
|
||||||
|
|
||||||
## Contributing
|
## Contributing
|
||||||
|
|
||||||
To add new agents, workflows, or tools:
|
To add new agents, workflows, or tools:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Accessibility Audit and Testing
|
# Accessibility Audit and Testing
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# AI Assistant Development
|
# AI Assistant Development
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# AI/ML Code Review
|
# AI/ML Code Review
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# API Mocking Framework
|
# API Mocking Framework
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# API Scaffold Generator
|
# API Scaffold Generator
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Code Explanation and Analysis
|
# Code Explanation and Analysis
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Code Migration Assistant
|
# Code Migration Assistant
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Regulatory Compliance Check
|
# Regulatory Compliance Check
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Configuration Validation
|
# Configuration Validation
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Restore saved project context for agent coordination:
|
Restore saved project context for agent coordination:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Save current project context for future agent coordination:
|
Save current project context for future agent coordination:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Cloud Cost Optimization
|
# Cloud Cost Optimization
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Data Pipeline Architecture
|
# Data Pipeline Architecture
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Data Validation Pipeline
|
# Data Validation Pipeline
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Database Migration Strategy and Implementation
|
# Database Migration Strategy and Implementation
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Debug and Trace Configuration
|
# Debug and Trace Configuration
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Deployment Checklist and Configuration
|
# Deployment Checklist and Configuration
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Dependency Audit and Security Analysis
|
# Dependency Audit and Security Analysis
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Dependency Upgrade Strategy
|
# Dependency Upgrade Strategy
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Automated Documentation Generation
|
# Automated Documentation Generation
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Docker Optimization
|
# Docker Optimization
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Error Analysis and Resolution
|
# Error Analysis and Resolution
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Error Tracking and Monitoring
|
# Error Tracking and Monitoring
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Please analyze and fix the GitHub issue: $ARGUMENTS.
|
Please analyze and fix the GitHub issue: $ARGUMENTS.
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Kubernetes Manifest Generation
|
# Kubernetes Manifest Generation
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# LangChain/LangGraph Agent Scaffold
|
# LangChain/LangGraph Agent Scaffold
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Monitoring and Observability Setup
|
# Monitoring and Observability Setup
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Optimize application stack using specialized optimization agents:
|
Optimize application stack using specialized optimization agents:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Perform comprehensive multi-agent code review with specialized reviewers:
|
Perform comprehensive multi-agent code review with specialized reviewers:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Onboard
|
# Onboard
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Pull Request Enhancement
|
# Pull Request Enhancement
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# AI Prompt Optimization
|
# AI Prompt Optimization
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Refactor and Clean Code
|
# Refactor and Clean Code
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Security Scan and Vulnerability Assessment
|
# Security Scan and Vulnerability Assessment
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# SLO Implementation Guide
|
# SLO Implementation Guide
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Debug complex issues using specialized debugging agents:
|
Debug complex issues using specialized debugging agents:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Standup Notes Generator
|
# Standup Notes Generator
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Implement minimal code to make failing tests pass in TDD green phase:
|
Implement minimal code to make failing tests pass in TDD green phase:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Write comprehensive failing tests following TDD red phase principles:
|
Write comprehensive failing tests following TDD red phase principles:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Refactor code with confidence using comprehensive test safety net:
|
Refactor code with confidence using comprehensive test safety net:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Technical Debt Analysis and Remediation
|
# Technical Debt Analysis and Remediation
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-sonnet-4-0
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Comprehensive Test Harness Generator
|
# Comprehensive Test Harness Generator
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Build data-driven features with integrated pipelines and ML capabilities using specialized agents:
|
Build data-driven features with integrated pipelines and ML capabilities using specialized agents:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Implement a new feature using specialized agents with explicit Task tool invocations:
|
Implement a new feature using specialized agents with explicit Task tool invocations:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Perform a comprehensive review using multiple specialized agents with explicit Task tool invocations:
|
Perform a comprehensive review using multiple specialized agents with explicit Task tool invocations:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Implement a full-stack feature across multiple platforms with coordinated agent orchestration:
|
Implement a full-stack feature across multiple platforms with coordinated agent orchestration:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Complete Git workflow using specialized agents:
|
Complete Git workflow using specialized agents:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Improve an existing agent based on recent performance:
|
Improve an existing agent based on recent performance:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Respond to production incidents with coordinated agent expertise for rapid resolution:
|
Respond to production incidents with coordinated agent expertise for rapid resolution:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Modernize legacy code using expert agents:
|
Modernize legacy code using expert agents:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Machine Learning Pipeline
|
# Machine Learning Pipeline
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Build the same feature across multiple platforms:
|
Build the same feature across multiple platforms:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Optimize application performance end-to-end using specialized performance and optimization agents:
|
Optimize application performance end-to-end using specialized performance and optimization agents:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Implement security-first architecture and hardening measures with coordinated agent orchestration:
|
Implement security-first architecture and hardening measures with coordinated agent orchestration:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Intelligently fix the issue using automatic agent selection with explicit Task tool invocations:
|
Intelligently fix the issue using automatic agent selection with explicit Task tool invocations:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
Execute a comprehensive Test-Driven Development (TDD) workflow with strict red-green-refactor discipline:
|
Execute a comprehensive Test-Driven Development (TDD) workflow with strict red-green-refactor discipline:
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
---
|
---
|
||||||
model: claude-opus-4-1
|
model: sonnet
|
||||||
---
|
---
|
||||||
|
|
||||||
# Workflow Automation
|
# Workflow Automation
|
||||||
|
|||||||
Reference in New Issue
Block a user