{
  "bundles": [
    {
      "id": "essentials",
      "name": "Essentials",
      "group": "Essentials & Core",
      "emoji": "🚀",
      "tagline": "The \"Essentials\" Starter Pack",
      "audience": "For everyone. Install these first.",
      "description": "For everyone. Install these first.",
      "skills": [
        {
          "id": "concise-planning",
          "summary": "Always start with a plan."
        },
        {
          "id": "lint-and-validate",
          "summary": "Keep your code clean automatically."
        },
        {
          "id": "git-pushing",
          "summary": "Save your work safely."
        },
        {
          "id": "kaizen",
          "summary": "Continuous improvement mindset."
        },
        {
          "id": "systematic-debugging",
          "summary": "Debug like a pro."
        }
      ]
    },
    {
      "id": "security-engineer",
      "name": "Security Engineer",
      "group": "Security & Compliance",
      "emoji": "🛡️",
      "tagline": "The \"Security Engineer\" Pack",
      "audience": "For pentesting, auditing, and hardening.",
      "description": "For pentesting, auditing, and hardening.",
      "skills": [
        {
          "id": "ethical-hacking-methodology",
          "summary": "The Bible of ethical hacking."
        },
        {
          "id": "burp-suite-testing",
          "summary": "Web vulnerability scanning."
        },
        {
          "id": "top-web-vulnerabilities",
          "summary": "OWASP-aligned vulnerability taxonomy."
        },
        {
          "id": "linux-privilege-escalation",
          "summary": "Advanced Linux security assessment."
        },
        {
          "id": "cloud-penetration-testing",
          "summary": "AWS/Azure/GCP security."
        },
        {
          "id": "security-auditor",
          "summary": "Comprehensive security audits."
        },
        {
          "id": "vulnerability-scanner",
          "summary": "Advanced vulnerability analysis."
        }
      ]
    },
    {
      "id": "security-developer",
      "name": "Security Developer",
      "group": "Security & Compliance",
      "emoji": "🔐",
      "tagline": "The \"Security Developer\" Pack",
      "audience": "For building secure applications.",
      "description": "For building secure applications.",
      "skills": [
        {
          "id": "api-security-best-practices",
          "summary": "Secure API design patterns."
        },
        {
          "id": "auth-implementation-patterns",
          "summary": "JWT, OAuth2, session management."
        },
        {
          "id": "backend-security-coder",
          "summary": "Secure backend coding practices."
        },
        {
          "id": "frontend-security-coder",
          "summary": "XSS prevention and client-side security."
        },
        {
          "id": "cc-skill-security-review",
          "summary": "Security checklist for features."
        },
        {
          "id": "pci-compliance",
          "summary": "Payment card security standards."
        }
      ]
    },
    {
      "id": "web-wizard",
      "name": "Web Wizard",
      "group": "🌐 Web Development",
      "emoji": "🌐",
      "tagline": "The \"Web Wizard\" Pack",
      "audience": "For building modern, high-performance web apps.",
      "description": "For building modern, high-performance web apps.",
      "skills": [
        {
          "id": "frontend-design",
          "summary": "UI guidelines and aesthetics."
        },
        {
          "id": "react-best-practices",
          "summary": "React & Next.js performance optimization."
        },
        {
          "id": "react-patterns",
          "summary": "Modern React patterns and principles."
        },
        {
          "id": "nextjs-best-practices",
          "summary": "Next.js App Router patterns."
        },
        {
          "id": "tailwind-patterns",
          "summary": "Tailwind CSS v4 styling superpowers."
        },
        {
          "id": "form-cro",
          "summary": "Optimize your forms for conversion."
        },
        {
          "id": "seo-audit",
          "summary": "Get found on Google."
        }
      ]
    },
    {
      "id": "web-designer",
      "name": "Web Designer",
      "group": "🌐 Web Development",
      "emoji": "🖌️",
      "tagline": "The \"Web Designer\" Pack",
      "audience": "For pixel-perfect experiences.",
      "description": "For pixel-perfect experiences.",
      "skills": [
        {
          "id": "ui-ux-pro-max",
          "summary": "Premium design systems and tokens."
        },
        {
          "id": "frontend-design",
          "summary": "The base layer of aesthetics."
        },
        {
          "id": "3d-web-experience",
          "summary": "Three.js & React Three Fiber magic."
        },
        {
          "id": "canvas-design",
          "summary": "Static visuals and posters."
        },
        {
          "id": "mobile-design",
          "summary": "Mobile-first design principles."
        },
        {
          "id": "scroll-experience",
          "summary": "Immersive scroll-driven experiences."
        }
      ]
    },
    {
      "id": "full-stack-developer",
      "name": "Full-Stack Developer",
      "group": "🌐 Web Development",
      "emoji": "⚡",
      "tagline": "The \"Full-Stack Developer\" Pack",
      "audience": "For end-to-end web application development.",
      "description": "For end-to-end web application development.",
      "skills": [
        {
          "id": "senior-fullstack",
          "summary": "Complete fullstack development guide."
        },
        {
          "id": "frontend-developer",
          "summary": "React 19+ and Next.js 15+ expertise."
        },
        {
          "id": "backend-dev-guidelines",
          "summary": "Node.js/Express/TypeScript patterns."
        },
        {
          "id": "api-patterns",
          "summary": "REST vs GraphQL vs tRPC selection."
        },
        {
          "id": "database-design",
          "summary": "Schema design and ORM selection."
        },
        {
          "id": "stripe-integration",
          "summary": "Payments and subscriptions."
        }
      ]
    },
    {
      "id": "agent-architect",
      "name": "Agent Architect",
      "group": "🤖 AI & Agents",
      "emoji": "🤖",
      "tagline": "The \"Agent Architect\" Pack",
      "audience": "For building AI systems and autonomous agents.",
      "description": "For building AI systems and autonomous agents.",
      "skills": [
        {
          "id": "agent-evaluation",
          "summary": "Test and benchmark your agents."
        },
        {
          "id": "langgraph",
          "summary": "Build stateful agent workflows."
        },
        {
          "id": "mcp-builder",
          "summary": "Create your own MCP tools."
        },
        {
          "id": "prompt-engineering",
          "summary": "Master the art of talking to LLMs."
        },
        {
          "id": "ai-agents-architect",
          "summary": "Design autonomous AI agents."
        },
        {
          "id": "rag-engineer",
          "summary": "Build RAG systems with vector search."
        }
      ]
    },
    {
      "id": "llm-application-developer",
      "name": "LLM Application Developer",
      "group": "🤖 AI & Agents",
      "emoji": "🧠",
      "tagline": "The \"LLM Application Developer\" Pack",
      "audience": "For building production LLM applications.",
      "description": "For building production LLM applications.",
      "skills": [
        {
          "id": "llm-app-patterns",
          "summary": "Production-ready LLM patterns."
        },
        {
          "id": "rag-implementation",
          "summary": "Retrieval-Augmented Generation."
        },
        {
          "id": "prompt-caching",
          "summary": "Cache strategies for LLM prompts."
        },
        {
          "id": "context-window-management",
          "summary": "Manage LLM context efficiently."
        },
        {
          "id": "langfuse",
          "summary": "LLM observability and tracing."
        }
      ]
    },
    {
      "id": "indie-game-dev",
      "name": "Indie Game Dev",
      "group": "🎮 Game Development",
      "emoji": "🎮",
      "tagline": "The \"Indie Game Dev\" Pack",
      "audience": "For building games with AI assistants.",
      "description": "For building games with AI assistants.",
      "skills": [
        {
          "id": "game-development/game-design",
          "summary": "Mechanics and loops."
        },
        {
          "id": "game-development/2d-games",
          "summary": "Sprites and physics."
        },
        {
          "id": "game-development/3d-games",
          "summary": "Models and shaders."
        },
        {
          "id": "unity-developer",
          "summary": "Unity 6 LTS development."
        },
        {
          "id": "godot-gdscript-patterns",
          "summary": "Godot 4 GDScript patterns."
        },
        {
          "id": "algorithmic-art",
          "summary": "Generate assets with code."
        }
      ]
    },
    {
      "id": "python-pro",
      "name": "Python Pro",
      "group": "🐍 Backend & Languages",
      "emoji": "🐍",
      "tagline": "The \"Python Pro\" Pack",
      "audience": "For backend heavyweights and data scientists.",
      "description": "For backend heavyweights and data scientists.",
      "skills": [
        {
          "id": "python-pro",
          "summary": "Master Python 3.12+ with modern features."
        },
        {
          "id": "python-patterns",
          "summary": "Idiomatic Python code."
        },
        {
          "id": "fastapi-pro",
          "summary": "High-performance async APIs."
        },
        {
          "id": "fastapi-templates",
          "summary": "Production-ready FastAPI projects."
        },
        {
          "id": "django-pro",
          "summary": "The battery-included framework."
        },
        {
          "id": "python-testing-patterns",
          "summary": "Comprehensive testing with pytest."
        },
        {
          "id": "async-python-patterns",
          "summary": "Python asyncio mastery."
        }
      ]
    },
    {
      "id": "typescript-javascript",
      "name": "TypeScript & JavaScript",
      "group": "🐍 Backend & Languages",
      "emoji": "🟦",
      "tagline": "The \"TypeScript & JavaScript\" Pack",
      "audience": "For modern web development.",
      "description": "For modern web development.",
      "skills": [
        {
          "id": "typescript-expert",
          "summary": "TypeScript mastery and advanced types."
        },
        {
          "id": "javascript-pro",
          "summary": "Modern JavaScript with ES6+."
        },
        {
          "id": "react-best-practices",
          "summary": "React performance optimization."
        },
        {
          "id": "nodejs-best-practices",
          "summary": "Node.js development principles."
        },
        {
          "id": "nextjs-app-router-patterns",
          "summary": "Next.js 14+ App Router."
        }
      ]
    },
    {
      "id": "systems-programming",
      "name": "Systems Programming",
      "group": "🐍 Backend & Languages",
      "emoji": "🦀",
      "tagline": "The \"Systems Programming\" Pack",
      "audience": "For low-level and performance-critical code.",
      "description": "For low-level and performance-critical code.",
      "skills": [
        {
          "id": "rust-pro",
          "summary": "Rust 1.75+ with async patterns."
        },
        {
          "id": "go-concurrency-patterns",
          "summary": "Go concurrency mastery."
        },
        {
          "id": "golang-pro",
          "summary": "Go development expertise."
        },
        {
          "id": "memory-safety-patterns",
          "summary": "Memory-safe programming."
        },
        {
          "id": "cpp-pro",
          "summary": "Modern C++ development."
        }
      ]
    },
    {
      "id": "startup-founder",
      "name": "Startup Founder",
      "group": "🦄 Product & Business",
      "emoji": "🦄",
      "tagline": "The \"Startup Founder\" Pack",
      "audience": "For building products, not just code.",
      "description": "For building products, not just code.",
      "skills": [
        {
          "id": "product-manager-toolkit",
          "summary": "RICE prioritization, PRD templates."
        },
        {
          "id": "competitive-landscape",
          "summary": "Competitor analysis."
        },
        {
          "id": "competitor-alternatives",
          "summary": "Create comparison pages."
        },
        {
          "id": "launch-strategy",
          "summary": "Product launch planning."
        },
        {
          "id": "copywriting",
          "summary": "Marketing copy that converts."
        },
        {
          "id": "stripe-integration",
          "summary": "Get paid from day one."
        }
      ]
    },
    {
      "id": "business-analyst",
      "name": "Business Analyst",
      "group": "🦄 Product & Business",
      "emoji": "📊",
      "tagline": "The \"Business Analyst\" Pack",
      "audience": "For data-driven decision making.",
      "description": "For data-driven decision making.",
      "skills": [
        {
          "id": "business-analyst",
          "summary": "AI-powered analytics and KPIs."
        },
        {
          "id": "startup-metrics-framework",
          "summary": "SaaS metrics and unit economics."
        },
        {
          "id": "startup-financial-modeling",
          "summary": "3-5 year financial projections."
        },
        {
          "id": "market-sizing-analysis",
          "summary": "TAM/SAM/SOM calculations."
        },
        {
          "id": "kpi-dashboard-design",
          "summary": "Effective KPI dashboards."
        }
      ]
    },
    {
      "id": "marketing-growth",
      "name": "Marketing & Growth",
      "group": "🦄 Product & Business",
      "emoji": "📈",
      "tagline": "The \"Marketing & Growth\" Pack",
      "audience": "For driving user acquisition and retention.",
      "description": "For driving user acquisition and retention.",
      "skills": [
        {
          "id": "content-creator",
          "summary": "SEO-optimized marketing content."
        },
        {
          "id": "seo-audit",
          "summary": "Technical SEO health checks."
        },
        {
          "id": "programmatic-seo",
          "summary": "Create pages at scale."
        },
        {
          "id": "analytics-tracking",
          "summary": "Set up GA4/PostHog correctly."
        },
        {
          "id": "ab-test-setup",
          "summary": "Validated learning experiments."
        },
        {
          "id": "email-sequence",
          "summary": "Automated email campaigns."
        }
      ]
    },
    {
      "id": "devops-cloud",
      "name": "DevOps & Cloud",
      "group": "DevOps & Infrastructure",
      "emoji": "🌧️",
      "tagline": "The \"DevOps & Cloud\" Pack",
      "audience": "For infrastructure and scaling.",
      "description": "For infrastructure and scaling.",
      "skills": [
        {
          "id": "docker-expert",
          "summary": "Master containers and multi-stage builds."
        },
        {
          "id": "aws-serverless",
          "summary": "Serverless on AWS (Lambda, DynamoDB)."
        },
        {
          "id": "kubernetes-architect",
          "summary": "K8s architecture and GitOps."
        },
        {
          "id": "terraform-specialist",
          "summary": "Infrastructure as Code mastery."
        },
        {
          "id": "environment-setup-guide",
          "summary": "Standardization for teams."
        },
        {
          "id": "deployment-procedures",
          "summary": "Safe rollout strategies."
        },
        {
          "id": "bash-linux",
          "summary": "Terminal wizardry."
        }
      ]
    },
    {
      "id": "observability-monitoring",
      "name": "Observability & Monitoring",
      "group": "DevOps & Infrastructure",
      "emoji": "📊",
      "tagline": "The \"Observability & Monitoring\" Pack",
      "audience": "For production reliability.",
      "description": "For production reliability.",
      "skills": [
        {
          "id": "observability-engineer",
          "summary": "Comprehensive monitoring systems."
        },
        {
          "id": "distributed-tracing",
          "summary": "Track requests across microservices."
        },
        {
          "id": "slo-implementation",
          "summary": "Service Level Objectives."
        },
        {
          "id": "incident-responder",
          "summary": "Rapid incident response."
        },
        {
          "id": "postmortem-writing",
          "summary": "Blameless postmortems."
        },
        {
          "id": "performance-engineer",
          "summary": "Application performance optimization."
        }
      ]
    },
    {
      "id": "data-analytics",
      "name": "Data & Analytics",
      "group": "📊 Data & Analytics",
      "emoji": "📊",
      "tagline": "The \"Data & Analytics\" Pack",
      "audience": "For making sense of the numbers.",
      "description": "For making sense of the numbers.",
      "skills": [
        {
          "id": "analytics-tracking",
          "summary": "Set up GA4/PostHog correctly."
        },
        {
          "id": "claude-d3js-skill",
          "summary": "Beautiful custom visualizations with D3.js."
        },
        {
          "id": "sql-pro",
          "summary": "Modern SQL with cloud-native databases."
        },
        {
          "id": "postgres-best-practices",
          "summary": "Postgres optimization."
        },
        {
          "id": "ab-test-setup",
          "summary": "Validated learning."
        },
        {
          "id": "database-architect",
          "summary": "Database design from scratch."
        }
      ]
    },
    {
      "id": "data-engineering",
      "name": "Data Engineering",
      "group": "📊 Data & Analytics",
      "emoji": "🔄",
      "tagline": "The \"Data Engineering\" Pack",
      "audience": "For building data pipelines.",
      "description": "For building data pipelines.",
      "skills": [
        {
          "id": "data-engineer",
          "summary": "Data pipeline architecture."
        },
        {
          "id": "airflow-dag-patterns",
          "summary": "Apache Airflow DAGs."
        },
        {
          "id": "dbt-transformation-patterns",
          "summary": "Analytics engineering."
        },
        {
          "id": "vector-database-engineer",
          "summary": "Vector databases for RAG."
        },
        {
          "id": "embedding-strategies",
          "summary": "Embedding model selection."
        }
      ]
    },
    {
      "id": "creative-director",
      "name": "Creative Director",
      "group": "🎨 Creative & Content",
      "emoji": "🎨",
      "tagline": "The \"Creative Director\" Pack",
      "audience": "For visuals, content, and branding.",
      "description": "For visuals, content, and branding.",
      "skills": [
        {
          "id": "canvas-design",
          "summary": "Generate posters and diagrams."
        },
        {
          "id": "frontend-design",
          "summary": "UI aesthetics."
        },
        {
          "id": "content-creator",
          "summary": "SEO-optimized blog posts."
        },
        {
          "id": "copy-editing",
          "summary": "Polish your prose."
        },
        {
          "id": "algorithmic-art",
          "summary": "Code-generated masterpieces."
        },
        {
          "id": "interactive-portfolio",
          "summary": "Portfolios that land jobs."
        }
      ]
    },
    {
      "id": "qa-testing",
      "name": "QA & Testing",
      "group": "🐞 Quality Assurance",
      "emoji": "🐞",
      "tagline": "The \"QA & Testing\" Pack",
      "audience": "For breaking things before users do.",
      "description": "For breaking things before users do.",
      "skills": [
        {
          "id": "test-driven-development",
          "summary": "Red, Green, Refactor."
        },
        {
          "id": "systematic-debugging",
          "summary": "Debug like Sherlock Holmes."
        },
        {
          "id": "browser-automation",
          "summary": "End-to-end testing with Playwright."
        },
        {
          "id": "e2e-testing-patterns",
          "summary": "Reliable E2E test suites."
        },
        {
          "id": "ab-test-setup",
          "summary": "Validated experiments."
        },
        {
          "id": "code-review-checklist",
          "summary": "Catch bugs in PRs."
        },
        {
          "id": "test-fixing",
          "summary": "Fix failing tests systematically."
        }
      ]
    },
    {
      "id": "aas-web-app-builder",
      "name": "AAS Web App Builder",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🌐",
      "tagline": "The \"AAS Web App Builder\" Plugin",
      "audience": "Frontend and full-stack developers shipping modern web apps.",
      "description": "High-demand workflow with a coherent path from UI design to React/Next.js implementation, forms, Tailwind, and SEO.",
      "skills": [
        {
          "id": "frontend-developer",
          "summary": "Build production React and Next.js interfaces."
        },
        {
          "id": "frontend-design",
          "summary": "Apply strong UI layout and visual design patterns."
        },
        {
          "id": "react-best-practices",
          "summary": "Optimize React performance and maintainability."
        },
        {
          "id": "nextjs-app-router-patterns",
          "summary": "Use Next.js App Router patterns safely."
        },
        {
          "id": "nextjs-best-practices",
          "summary": "Ship high-quality Next.js applications."
        },
        {
          "id": "tailwind-patterns",
          "summary": "Style efficiently with Tailwind CSS patterns."
        },
        {
          "id": "shadcn",
          "summary": "Build polished interfaces with shadcn/ui."
        },
        {
          "id": "form-cro",
          "summary": "Improve form conversion and usability."
        },
        {
          "id": "seo-audit",
          "summary": "Audit technical SEO and discoverability."
        },
        {
          "id": "ui-a11y",
          "summary": "Audit WCAG, contrast, focus, labels, motion, and semantic HTML."
        }
      ],
      "why": "High-demand workflow with a coherent path from UI design to React/Next.js implementation, forms, Tailwind, and SEO.",
      "positioning": "Build modern React/Next.js apps from UI planning to implementation, accessibility, forms, SEO, and QA.",
      "recommendedFor": [
        "Frontend teams",
        "Full-stack builders",
        "Startup product engineers"
      ],
      "notFor": [
        "Native mobile-only apps",
        "Backend-only API services"
      ],
      "defaultPrompts": [
        "Use this plugin to audit this Next.js app and produce a prioritized implementation plan.",
        "Use this plugin to build a responsive landing page with forms, SEO, and accessibility checks.",
        "Use this plugin to review this React component for performance, UX, accessibility, and maintainability."
      ]
    },
    {
      "id": "aas-product-design-studio",
      "name": "AAS Product Design Studio",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🎨",
      "tagline": "The \"AAS Product Design Studio\" Plugin",
      "audience": "Builders who want richer UI, brand, portfolio, and visual product work.",
      "description": "Turns design from a generic skill category into a strong plugin proposition with visual direction, responsive UI, motion, and asset creation.",
      "skills": [
        {
          "id": "ui-ux-pro-max",
          "summary": "Use advanced UI/UX reasoning and design systems."
        },
        {
          "id": "high-end-visual-design",
          "summary": "Raise visual polish for premium interfaces."
        },
        {
          "id": "frontend-design",
          "summary": "Apply strong UI layout and visual design patterns."
        },
        {
          "id": "mobile-design",
          "summary": "Design mobile-first interaction patterns."
        },
        {
          "id": "3d-web-experience",
          "summary": "Create immersive Three.js web experiences."
        },
        {
          "id": "canvas-design",
          "summary": "Generate visual assets, posters, and diagrams."
        },
        {
          "id": "scroll-experience",
          "summary": "Design scroll-driven web experiences."
        },
        {
          "id": "interactive-portfolio",
          "summary": "Create compelling interactive portfolios."
        },
        {
          "id": "ui-a11y",
          "summary": "Audit WCAG, contrast, focus, labels, motion, and semantic HTML."
        },
        {
          "id": "ui-review",
          "summary": "Review UI quality, usability, and product fit."
        }
      ],
      "why": "Turns design from a generic skill category into a strong plugin proposition with visual direction, responsive UI, motion, and asset creation.",
      "positioning": "Shape product UI through design critique, visual direction, accessibility, responsive UX, motion, and asset generation.",
      "recommendedFor": [
        "Product designers",
        "Frontend teams",
        "Founders polishing a product surface"
      ],
      "notFor": [
        "Backend-only services",
        "Security audits"
      ],
      "defaultPrompts": [
        "Use this plugin to critique this UI and propose a stronger visual direction.",
        "Use this plugin to design a responsive accessible product screen and handoff notes for implementation.",
        "Use this plugin to improve the visual polish, motion, and accessibility of this interface."
      ]
    },
    {
      "id": "aas-security-engineer",
      "name": "AAS Security Engineer",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🛡️",
      "tagline": "The \"AAS Security Engineer\" Plugin",
      "audience": "Authorized security testing, audit, and hardening teams.",
      "description": "Security has enough depth in the catalog to deserve a standalone plugin with explicit authorized-use boundaries and testing workflows.",
      "skills": [
        {
          "id": "ethical-hacking-methodology",
          "summary": "Follow an authorized pentest methodology."
        },
        {
          "id": "burp-suite-testing",
          "summary": "Test web apps with Burp Suite workflows."
        },
        {
          "id": "top-web-vulnerabilities",
          "summary": "Cover OWASP-aligned vulnerability classes."
        },
        {
          "id": "api-security-testing",
          "summary": "Test REST and GraphQL API security."
        },
        {
          "id": "linux-privilege-escalation",
          "summary": "Assess Linux privilege escalation paths."
        },
        {
          "id": "cloud-penetration-testing",
          "summary": "Assess AWS, Azure, and GCP environments."
        },
        {
          "id": "security-auditor",
          "summary": "Run comprehensive security audits."
        },
        {
          "id": "vulnerability-scanner",
          "summary": "Analyze and validate vulnerability findings."
        },
        {
          "id": "sast-configuration",
          "summary": "Configure static application security testing."
        },
        {
          "id": "web-security-testing",
          "summary": "Test web application security defensively."
        }
      ],
      "why": "Security has enough depth in the catalog to deserve a standalone plugin with explicit authorized-use boundaries and testing workflows.",
      "positioning": "Run authorized security testing, audit, vulnerability validation, web testing, and hardening workflows.",
      "recommendedFor": [
        "Authorized security teams",
        "Maintainers validating reported findings",
        "Cloud and app security reviewers"
      ],
      "notFor": [
        "Unauthorized testing",
        "Pure feature implementation"
      ],
      "defaultPrompts": [
        "Use this plugin to plan an authorized security assessment for this app and define the evidence to collect.",
        "Use this plugin to validate this vulnerability report and separate confirmed risk from false positives.",
        "Use this plugin to review this system for web, API, cloud, and SAST coverage gaps."
      ]
    },
    {
      "id": "aas-secure-app-builder",
      "name": "AAS Secure App Builder",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🔐",
      "tagline": "The \"AAS Secure App Builder\" Plugin",
      "audience": "Application developers who want security embedded while building features.",
      "description": "Separates defensive implementation from offensive assessment, making a safer and clearer plugin for product engineering teams.",
      "skills": [
        {
          "id": "api-security-best-practices",
          "summary": "Design secure APIs from the start."
        },
        {
          "id": "auth-implementation-patterns",
          "summary": "Implement auth, sessions, JWT, and OAuth2 safely."
        },
        {
          "id": "backend-security-coder",
          "summary": "Apply secure backend coding practices."
        },
        {
          "id": "frontend-security-coder",
          "summary": "Prevent XSS and client-side security bugs."
        },
        {
          "id": "cc-skill-security-review",
          "summary": "Review features with a security checklist."
        },
        {
          "id": "pci-compliance",
          "summary": "Handle payment security and PCI expectations."
        },
        {
          "id": "sast-configuration",
          "summary": "Configure static application security testing."
        },
        {
          "id": "sql-injection-testing",
          "summary": "Find and validate SQL injection risks."
        },
        {
          "id": "broken-authentication",
          "summary": "Find and prevent authentication implementation flaws."
        },
        {
          "id": "django-access-review",
          "summary": "Review Django access control and authorization behavior."
        }
      ],
      "why": "Separates defensive implementation from offensive assessment, making a safer and clearer plugin for product engineering teams.",
      "positioning": "Build application features with auth, access control, API security, PCI, SAST, and defensive review baked in.",
      "recommendedFor": [
        "Application developers",
        "Product engineering teams",
        "Security-conscious backend and frontend builders"
      ],
      "notFor": [
        "Offensive pentest engagements",
        "Infrastructure-only reviews"
      ],
      "defaultPrompts": [
        "Use this plugin to review this PR for auth, access control, data exposure, injection, and secrets risks.",
        "Use this plugin to design a secure API feature with validation, authorization, and auditability.",
        "Use this plugin to harden this payment, authentication, or user-data flow before release."
      ]
    },
    {
      "id": "aas-documents-presentations",
      "name": "AAS Documents & Presentations",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "📄",
      "tagline": "The \"AAS Documents & Presentations\" Plugin",
      "audience": "Users creating, editing, converting, and automating office documents.",
      "description": "Combines the strongest file-format skills into a concrete productivity plugin that can be extended with app integrations.",
      "skills": [
        {
          "id": "office-productivity",
          "summary": "Coordinate document, spreadsheet, and slide workflows."
        },
        {
          "id": "docx-official",
          "summary": "Create, edit, and inspect Word-compatible documents."
        },
        {
          "id": "xlsx-official",
          "summary": "Create and analyze formula-backed spreadsheets."
        },
        {
          "id": "pptx-official",
          "summary": "Create and edit PowerPoint-compatible presentations."
        },
        {
          "id": "pdf-official",
          "summary": "Extract, generate, and manipulate PDFs."
        },
        {
          "id": "pdf-conversion-router",
          "summary": "Choose high-fidelity PDF conversion routes."
        },
        {
          "id": "google-docs-automation",
          "summary": "Automate Google Docs creation and updates."
        },
        {
          "id": "google-sheets-automation",
          "summary": "Automate Google Sheets reads and writes."
        },
        {
          "id": "google-slides-automation",
          "summary": "Automate Google Slides updates."
        }
      ],
      "why": "Combines the strongest file-format skills into a concrete productivity plugin that can be extended with app integrations.",
      "positioning": "Create, edit, convert, and automate DOCX, XLSX, PPTX, PDF, Google Docs, Sheets, and Slides deliverables.",
      "recommendedFor": [
        "Operators producing reports",
        "Analysts packaging findings",
        "Teams automating office documents"
      ],
      "notFor": [
        "General web app development",
        "Long-running data pipelines"
      ],
      "defaultPrompts": [
        "Use this plugin to create a report pack with a DOCX summary, XLSX data table, and PPTX deck.",
        "Use this plugin to inspect this spreadsheet for formula and formatting issues.",
        "Use this plugin to convert this PDF content into an editable presentation outline."
      ]
    },
    {
      "id": "aas-data-analytics",
      "name": "AAS Data Analytics",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "📊",
      "tagline": "The \"AAS Data Analytics\" Plugin",
      "audience": "Operators, analysts, and builders working with product analytics, SQL, dashboards, and experiments.",
      "description": "Data work benefits from a repeatable toolchain: tracking, SQL, Postgres, dbt, dashboards, visualization, and experimentation.",
      "skills": [
        {
          "id": "analytics-tracking",
          "summary": "Set up reliable product analytics."
        },
        {
          "id": "analytics-product",
          "summary": "Model product analytics and product metrics."
        },
        {
          "id": "sql-pro",
          "summary": "Query and model data with modern SQL."
        },
        {
          "id": "postgres-best-practices",
          "summary": "Optimize Postgres schemas and queries."
        },
        {
          "id": "database-architect",
          "summary": "Design robust database structures."
        },
        {
          "id": "dbt-transformation-patterns",
          "summary": "Build dbt transformation pipelines."
        },
        {
          "id": "claude-d3js-skill",
          "summary": "Create custom D3 visualizations."
        },
        {
          "id": "kpi-dashboard-design",
          "summary": "Design dashboards for decision-making."
        },
        {
          "id": "ab-test-setup",
          "summary": "Plan and validate experiments."
        },
        {
          "id": "business-analyst",
          "summary": "Analyze business context, requirements, and tradeoffs."
        }
      ],
      "why": "Data work benefits from a repeatable toolchain: tracking, SQL, Postgres, dbt, dashboards, visualization, and experimentation.",
      "positioning": "Plan tracking, model product data, write SQL, build dashboards, and turn experiments into decisions.",
      "recommendedFor": [
        "Product analysts",
        "Data-informed product teams",
        "Founders measuring funnels"
      ],
      "notFor": [
        "Document generation-only work",
        "Production incident response"
      ],
      "defaultPrompts": [
        "Use this plugin to build a measurement plan for this SaaS funnel, define events, and design the dashboard.",
        "Use this plugin to review this SQL model and propose safer metrics and joins.",
        "Use this plugin to design an A/B test and the KPI dashboard needed to read it."
      ]
    },
    {
      "id": "aas-agent-mcp-builder",
      "name": "AAS Agent & MCP Builder",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🤖",
      "tagline": "The \"AAS Agent & MCP Builder\" Plugin",
      "audience": "Developers building agentic apps, MCP tools, RAG systems, and evaluation loops.",
      "description": "Maps directly to plugin-based agent workflows because it can grow from skills into MCP server configuration and app/tool integrations.",
      "skills": [
        {
          "id": "ai-agents-architect",
          "summary": "Design autonomous AI agent systems."
        },
        {
          "id": "agent-evaluation",
          "summary": "Evaluate agent reliability and performance."
        },
        {
          "id": "mcp-builder",
          "summary": "Create MCP interfaces for agents."
        },
        {
          "id": "mcp-tool-developer",
          "summary": "Build MCP servers and tools."
        },
        {
          "id": "llm-app-patterns",
          "summary": "Use production LLM application patterns."
        },
        {
          "id": "rag-engineer",
          "summary": "Build retrieval-augmented generation systems."
        },
        {
          "id": "langgraph",
          "summary": "Implement stateful agent workflows."
        },
        {
          "id": "langfuse",
          "summary": "Trace, evaluate, and monitor LLM apps."
        },
        {
          "id": "context-window-management",
          "summary": "Manage long context effectively."
        },
        {
          "id": "prompt-engineering",
          "summary": "Design effective prompts and LLM interaction patterns."
        }
      ],
      "why": "Maps directly to plugin-based agent workflows because it can grow from skills into MCP server configuration and app/tool integrations.",
      "positioning": "Build agentic apps, MCP tools, RAG systems, eval loops, tracing, prompts, and context-aware workflows.",
      "recommendedFor": [
        "Agent engineers",
        "MCP tool builders",
        "LLM app teams"
      ],
      "notFor": [
        "Marketing-only content work",
        "Manual office document tasks"
      ],
      "defaultPrompts": [
        "Use this plugin to design an MCP server for this workflow, including tools, schemas, and test cases.",
        "Use this plugin to create an eval plan for this agent and define reliability metrics.",
        "Use this plugin to review this RAG or LangGraph architecture for tool, memory, prompt, and observability gaps."
      ]
    },
    {
      "id": "aas-oss-maintainer",
      "name": "AAS OSS Maintainer",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🧰",
      "tagline": "The \"AAS OSS Maintainer\" Plugin",
      "audience": "Open-source maintainers managing PRs, releases, reviews, and contributor handoffs.",
      "description": "This is one of the strongest maintainer-focused plugin opportunities: it packages repeatable repo work around review, release, changelog, and GitHub workflows.",
      "skills": [
        {
          "id": "agents-md",
          "summary": "Create concise durable agent instructions."
        },
        {
          "id": "commit",
          "summary": "Write high-quality conventional commits."
        },
        {
          "id": "create-pr",
          "summary": "Create review-ready pull requests."
        },
        {
          "id": "requesting-code-review",
          "summary": "Ask for targeted code reviews."
        },
        {
          "id": "receiving-code-review",
          "summary": "Apply review feedback rigorously."
        },
        {
          "id": "changelog-automation",
          "summary": "Keep changelogs and release notes consistent."
        },
        {
          "id": "git-advanced-workflows",
          "summary": "Handle advanced Git recovery and history workflows."
        },
        {
          "id": "github-actions-advanced",
          "summary": "Build and debug advanced GitHub Actions."
        },
        {
          "id": "address-github-comments",
          "summary": "Address GitHub review comments systematically."
        },
        {
          "id": "lint-and-validate",
          "summary": "Run validation and quality checks."
        }
      ],
      "why": "This is one of the strongest maintainer-focused plugin opportunities: it packages repeatable repo work around review, release, changelog, and GitHub workflows.",
      "positioning": "Triage issues, review PRs, manage changelogs, address comments, and run release workflows.",
      "recommendedFor": [
        "Open-source maintainers",
        "Repo owners",
        "Release managers"
      ],
      "notFor": [
        "Greenfield product design",
        "Unauthorized security testing"
      ],
      "defaultPrompts": [
        "Use this plugin to triage these open issues and propose maintainer actions with links and labels.",
        "Use this plugin to review this PR, check validation, and draft a concise maintainer response.",
        "Use this plugin to prepare release notes from merged changes and identify missing checks."
      ]
    },
    {
      "id": "aas-qa-test-automation",
      "name": "AAS QA & Test Automation",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🧪",
      "tagline": "The \"AAS QA & Test Automation\" Plugin",
      "audience": "Engineers and QA teams writing, debugging, and stabilizing test suites.",
      "description": "Testing is a natural plugin because users need a workflow, not a single skill: plan tests, automate browsers, debug failures, and fix regressions.",
      "skills": [
        {
          "id": "test-driven-development",
          "summary": "Use red-green-refactor development loops."
        },
        {
          "id": "systematic-debugging",
          "summary": "Trace failures to root cause."
        },
        {
          "id": "browser-automation",
          "summary": "Automate browsers for testing and scraping."
        },
        {
          "id": "e2e-testing-patterns",
          "summary": "Build reliable end-to-end suites."
        },
        {
          "id": "playwright-skill",
          "summary": "Use Playwright for browser test automation."
        },
        {
          "id": "webapp-testing",
          "summary": "Test local web applications with Playwright."
        },
        {
          "id": "k6-load-testing",
          "summary": "Run load and scalability tests."
        },
        {
          "id": "test-fixing",
          "summary": "Fix failing tests systematically."
        },
        {
          "id": "code-review-checklist",
          "summary": "Catch common bugs in reviews."
        },
        {
          "id": "screen-reader-testing",
          "summary": "Test interfaces with screen-reader expectations."
        }
      ],
      "why": "Testing is a natural plugin because users need a workflow, not a single skill: plan tests, automate browsers, debug failures, and fix regressions.",
      "positioning": "Plan test strategy, automate browser checks, debug failures, stabilize suites, and verify accessibility regressions.",
      "recommendedFor": [
        "QA engineers",
        "Frontend and full-stack teams",
        "Maintainers fixing flaky CI"
      ],
      "notFor": [
        "Pure visual design work",
        "Manual document production"
      ],
      "defaultPrompts": [
        "Use this plugin to create a test strategy covering unit, integration, E2E, load, and accessibility risks.",
        "Use this plugin to stabilize this flaky Playwright suite and explain the root cause.",
        "Use this plugin to add regression coverage for this bug with the smallest useful test."
      ]
    },
    {
      "id": "aas-devops-cloud",
      "name": "AAS DevOps & Cloud",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "☁️",
      "tagline": "The \"AAS DevOps & Cloud\" Plugin",
      "audience": "Teams shipping infrastructure, deployments, and operational workflows.",
      "description": "Strong plugin candidate because it combines deterministic scripts, cloud patterns, deployment safety, and incident workflows.",
      "skills": [
        {
          "id": "docker-expert",
          "summary": "Build and operate containers cleanly."
        },
        {
          "id": "aws-serverless",
          "summary": "Ship serverless workloads on AWS."
        },
        {
          "id": "kubernetes-architect",
          "summary": "Design Kubernetes and GitOps systems."
        },
        {
          "id": "terraform-specialist",
          "summary": "Manage infrastructure as code."
        },
        {
          "id": "github-actions-templates",
          "summary": "Use production GitHub Actions patterns."
        },
        {
          "id": "environment-setup-guide",
          "summary": "Standardize team environments."
        },
        {
          "id": "deployment-procedures",
          "summary": "Roll out changes safely."
        },
        {
          "id": "bash-linux",
          "summary": "Use Linux shell workflows effectively."
        },
        {
          "id": "incident-responder",
          "summary": "Respond to incidents with clear procedure."
        },
        {
          "id": "devops-troubleshooter",
          "summary": "Diagnose infrastructure and deployment issues."
        }
      ],
      "why": "Strong plugin candidate because it combines deterministic scripts, cloud patterns, deployment safety, and incident workflows.",
      "positioning": "Ship infrastructure, deployments, CI, environments, rollback plans, troubleshooting, and incident-ready operations.",
      "recommendedFor": [
        "Platform teams",
        "Startup engineers owning deployment",
        "Cloud and DevOps maintainers"
      ],
      "notFor": [
        "Frontend-only UI polish",
        "Product analytics-only work"
      ],
      "defaultPrompts": [
        "Use this plugin to review this deployment for risk, rollback, environment, and CI gaps.",
        "Use this plugin to design a small-team cloud deployment plan with Terraform, CI, and runbook steps.",
        "Use this plugin to troubleshoot this failed deployment and prepare an incident response checklist."
      ]
    },
    {
      "id": "aas-marketing-seo-growth",
      "name": "AAS Marketing, SEO & Growth",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "📈",
      "tagline": "The \"AAS Marketing, SEO & Growth\" Plugin",
      "audience": "Founders and growth teams creating content, SEO systems, experiments, and email campaigns.",
      "description": "A clearer proposition than many separate marketing skills: plan, write, measure, test, and improve acquisition work.",
      "skills": [
        {
          "id": "content-creator",
          "summary": "Create SEO-aware marketing content."
        },
        {
          "id": "seo-audit",
          "summary": "Audit technical SEO and discoverability."
        },
        {
          "id": "seo-fundamentals",
          "summary": "Apply durable SEO principles."
        },
        {
          "id": "seo-content-planner",
          "summary": "Plan SEO content clusters and calendars."
        },
        {
          "id": "programmatic-seo",
          "summary": "Create scalable SEO page systems."
        },
        {
          "id": "analytics-tracking",
          "summary": "Set up reliable product analytics."
        },
        {
          "id": "ab-test-setup",
          "summary": "Plan and validate experiments."
        },
        {
          "id": "email-sequence",
          "summary": "Write automated email campaigns."
        },
        {
          "id": "copywriting",
          "summary": "Write conversion-focused copy."
        },
        {
          "id": "schema-markup",
          "summary": "Add structured data for search visibility."
        }
      ],
      "why": "A clearer proposition than many separate marketing skills: plan, write, measure, test, and improve acquisition work.",
      "positioning": "Plan, write, measure, test, and improve content, SEO, email, and acquisition workflows.",
      "recommendedFor": [
        "Founders",
        "Growth teams",
        "Content and SEO operators"
      ],
      "notFor": [
        "Backend API design",
        "Security assessment"
      ],
      "defaultPrompts": [
        "Use this plugin to audit this site for SEO, content, analytics, and conversion opportunities.",
        "Use this plugin to create a growth experiment backlog with measurement and email follow-up.",
        "Use this plugin to plan a programmatic SEO cluster and the tracking needed to evaluate it."
      ]
    },
    {
      "id": "aas-automation-builder",
      "name": "AAS Automation Builder",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "⚙️",
      "tagline": "The \"AAS Automation Builder\" Plugin",
      "audience": "Teams designing reliable automations across tools, data stores, and communication platforms.",
      "description": "Works best as a plugin because app connectors and MCP configuration can turn instructions into live workflows.",
      "skills": [
        {
          "id": "workflow-automation",
          "summary": "Design durable automation workflows."
        },
        {
          "id": "mcp-builder",
          "summary": "Create MCP interfaces for agents."
        },
        {
          "id": "make-automation",
          "summary": "Build Make/Integromat automations."
        },
        {
          "id": "zapier-make-patterns",
          "summary": "Design Zapier and Make automation patterns."
        },
        {
          "id": "airtable-automation",
          "summary": "Automate Airtable data and views."
        },
        {
          "id": "notion-automation",
          "summary": "Automate Notion pages and databases."
        },
        {
          "id": "slack-automation",
          "summary": "Automate Slack workflows."
        },
        {
          "id": "googlesheets-automation",
          "summary": "Automate Google Sheets operations."
        },
        {
          "id": "github-automation",
          "summary": "Automate GitHub issues and repository work."
        },
        {
          "id": "n8n-expression-syntax",
          "summary": "Use n8n expressions safely in automations."
        }
      ],
      "why": "Works best as a plugin because app connectors and MCP configuration can turn instructions into live workflows.",
      "positioning": "Design reliable automations across apps, MCP tools, Make/Zapier, Airtable, Notion, Slack, Sheets, GitHub, and n8n.",
      "recommendedFor": [
        "Ops teams",
        "Automation builders",
        "Teams connecting SaaS workflows"
      ],
      "notFor": [
        "One-off copywriting tasks",
        "Deep infrastructure provisioning"
      ],
      "defaultPrompts": [
        "Use this plugin to map this manual workflow into a reliable automation with failure handling.",
        "Use this plugin to design an MCP-backed automation and the tool schemas it needs.",
        "Use this plugin to review this automation for idempotency, permissions, expressions, and observability gaps."
      ]
    },
    {
      "id": "aas-observability-ir",
      "name": "AAS Observability IR",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "📡",
      "tagline": "The \"AAS Observability IR\" Plugin",
      "audience": "Engineering teams monitoring systems, debugging production issues, and writing postmortems.",
      "description": "Operational work needs consistent procedure and proof gates, making it more plugin-worthy than isolated observability prompts.",
      "skills": [
        {
          "id": "observability-engineer",
          "summary": "Design monitoring and observability systems."
        },
        {
          "id": "distributed-tracing",
          "summary": "Trace requests across services."
        },
        {
          "id": "slo-implementation",
          "summary": "Define and operate service level objectives."
        },
        {
          "id": "incident-responder",
          "summary": "Respond to incidents with clear procedure."
        },
        {
          "id": "postmortem-writing",
          "summary": "Write clear blameless postmortems."
        },
        {
          "id": "performance-engineer",
          "summary": "Diagnose and improve application performance."
        },
        {
          "id": "grafana-dashboards",
          "summary": "Create useful Grafana dashboards."
        },
        {
          "id": "langfuse",
          "summary": "Trace, evaluate, and monitor LLM apps."
        },
        {
          "id": "devops-troubleshooter",
          "summary": "Diagnose infrastructure and deployment issues."
        },
        {
          "id": "claude-monitor",
          "summary": "Monitor Claude usage and operational behavior."
        }
      ],
      "why": "Operational work needs consistent procedure and proof gates, making it more plugin-worthy than isolated observability prompts.",
      "positioning": "Design observability, SLOs, traces, dashboards, monitoring, incident response, troubleshooting, and postmortem workflows.",
      "recommendedFor": [
        "SRE teams",
        "Backend teams owning production",
        "Incident responders"
      ],
      "notFor": [
        "Marketing campaign planning",
        "Static document conversion"
      ],
      "defaultPrompts": [
        "Use this plugin to review this service for logging, tracing, SLO, monitoring, and dashboard gaps.",
        "Use this plugin to build an incident response plan and rollback checklist for this system.",
        "Use this plugin to draft a blameless postmortem from this timeline and identify action items."
      ]
    },
    {
      "id": "aas-python-api-builder",
      "name": "AAS Python API Builder",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "🐍",
      "tagline": "The \"AAS Python API Builder\" Plugin",
      "audience": "Python developers building APIs, services, and tests.",
      "description": "A language-specialized plugin is useful when it bundles framework guidance, async patterns, testing, and API design together.",
      "skills": [
        {
          "id": "python-pro",
          "summary": "Write modern, idiomatic Python."
        },
        {
          "id": "python-patterns",
          "summary": "Apply Python architecture and design patterns."
        },
        {
          "id": "fastapi-pro",
          "summary": "Build high-performance FastAPI services."
        },
        {
          "id": "fastapi-templates",
          "summary": "Start production-ready FastAPI projects."
        },
        {
          "id": "django-pro",
          "summary": "Build robust Django applications."
        },
        {
          "id": "python-testing-patterns",
          "summary": "Test Python code with pytest patterns."
        },
        {
          "id": "async-python-patterns",
          "summary": "Use asyncio and async Python safely."
        },
        {
          "id": "api-design-principles",
          "summary": "Design clear and maintainable APIs."
        },
        {
          "id": "pydantic-models-py",
          "summary": "Design Pydantic models for Python APIs."
        },
        {
          "id": "openapi-spec-generation",
          "summary": "Generate and maintain OpenAPI specifications."
        }
      ],
      "why": "A language-specialized plugin is useful when it bundles framework guidance, async patterns, testing, and API design together.",
      "positioning": "Build Python APIs and services with FastAPI, Django, Pydantic, OpenAPI, async patterns, tests, and API design.",
      "recommendedFor": [
        "Python backend teams",
        "FastAPI and Django builders",
        "API maintainers"
      ],
      "notFor": [
        "Language-agnostic API governance",
        "Frontend-only implementation"
      ],
      "defaultPrompts": [
        "Use this plugin to design a FastAPI service with routes, Pydantic models, validation, async boundaries, and tests.",
        "Use this plugin to review this Django API for structure, performance, OpenAPI coverage, and test coverage.",
        "Use this plugin to refactor this Python service toward clearer API and async patterns."
      ]
    },
    {
      "id": "aas-mobile-app-builder",
      "name": "AAS Mobile App Builder",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "📱",
      "tagline": "The \"AAS Mobile App Builder\" Plugin",
      "audience": "Mobile teams shipping Expo, React Native, Flutter, and iOS apps.",
      "description": "Mobile development has a full lifecycle in the catalog: architecture, Expo routes, distribution, CI, native platforms, and store optimization.",
      "skills": [
        {
          "id": "mobile-developer",
          "summary": "Build cross-platform mobile applications."
        },
        {
          "id": "react-native-architecture",
          "summary": "Structure production React Native apps."
        },
        {
          "id": "expo-api-routes",
          "summary": "Build Expo Router API routes."
        },
        {
          "id": "expo-dev-client",
          "summary": "Create Expo development clients."
        },
        {
          "id": "expo-cicd-workflows",
          "summary": "Automate Expo builds and releases."
        },
        {
          "id": "expo-deployment",
          "summary": "Deploy and release Expo applications."
        },
        {
          "id": "flutter-expert",
          "summary": "Build Flutter multi-platform apps."
        },
        {
          "id": "ios-developer",
          "summary": "Develop iOS apps with Swift."
        },
        {
          "id": "app-store-optimization",
          "summary": "Improve App Store and Play Store visibility."
        },
        {
          "id": "multi-platform-apps-multi-platform",
          "summary": "Plan and build multi-platform app experiences."
        }
      ],
      "why": "Mobile development has a full lifecycle in the catalog: architecture, Expo routes, distribution, CI, native platforms, and store optimization.",
      "positioning": "Build and ship Expo, React Native, Flutter, iOS, and multi-platform apps with CI, deployment, and store readiness.",
      "recommendedFor": [
        "Mobile teams",
        "Expo and React Native builders",
        "Cross-platform app maintainers"
      ],
      "notFor": [
        "Desktop-only apps",
        "Backend-only API services"
      ],
      "defaultPrompts": [
        "Use this plugin to review this Expo app architecture, CI, deployment, and store-readiness risks.",
        "Use this plugin to plan a React Native feature from routing and state to test and release.",
        "Use this plugin to compare Flutter, React Native, native iOS, and multi-platform tradeoffs for this app."
      ]
    },
    {
      "id": "mobile-developer",
      "name": "Mobile Developer",
      "group": "🔧 Specialized Packs",
      "emoji": "📱",
      "tagline": "The \"Mobile Developer\" Pack",
      "audience": "For iOS, Android, and cross-platform apps.",
      "description": "For iOS, Android, and cross-platform apps.",
      "skills": [
        {
          "id": "mobile-developer",
          "summary": "Cross-platform mobile development."
        },
        {
          "id": "react-native-architecture",
          "summary": "React Native with Expo."
        },
        {
          "id": "flutter-expert",
          "summary": "Flutter multi-platform apps."
        },
        {
          "id": "ios-developer",
          "summary": "iOS development with Swift."
        },
        {
          "id": "app-store-optimization",
          "summary": "ASO for App Store and Play Store."
        }
      ]
    },
    {
      "id": "integration-apis",
      "name": "Integration & APIs",
      "group": "🔧 Specialized Packs",
      "emoji": "🔗",
      "tagline": "The \"Integration & APIs\" Pack",
      "audience": "For connecting services and building integrations.",
      "description": "For connecting services and building integrations.",
      "skills": [
        {
          "id": "stripe-integration",
          "summary": "Payments and subscriptions."
        },
        {
          "id": "twilio-communications",
          "summary": "SMS, voice, WhatsApp."
        },
        {
          "id": "hubspot-integration",
          "summary": "CRM integration."
        },
        {
          "id": "plaid-fintech",
          "summary": "Bank account linking and ACH."
        },
        {
          "id": "algolia-search",
          "summary": "Search implementation."
        }
      ]
    },
    {
      "id": "architecture-design",
      "name": "Architecture & Design",
      "group": "🔧 Specialized Packs",
      "emoji": "🎯",
      "tagline": "The \"Architecture & Design\" Pack",
      "audience": "For system design and technical decisions.",
      "description": "For system design and technical decisions.",
      "skills": [
        {
          "id": "senior-architect",
          "summary": "Comprehensive software architecture."
        },
        {
          "id": "architecture-patterns",
          "summary": "Clean Architecture, DDD, Hexagonal."
        },
        {
          "id": "microservices-patterns",
          "summary": "Microservices architecture."
        },
        {
          "id": "event-sourcing-architect",
          "summary": "Event sourcing and CQRS."
        },
        {
          "id": "architecture-decision-records",
          "summary": "Document technical decisions."
        }
      ]
    },
    {
      "id": "ddd-evented-architecture",
      "name": "DDD & Evented Architecture",
      "group": "🔧 Specialized Packs",
      "emoji": "🧱",
      "tagline": "The \"DDD & Evented Architecture\" Pack",
      "audience": "For teams modeling complex domains and evolving toward evented systems.",
      "description": "For teams modeling complex domains and evolving toward evented systems.",
      "skills": [
        {
          "id": "domain-driven-design",
          "summary": "Route DDD work from strategic modeling to implementation patterns."
        },
        {
          "id": "ddd-strategic-design",
          "summary": "Subdomains, bounded contexts, and ubiquitous language."
        },
        {
          "id": "ddd-context-mapping",
          "summary": "Cross-context integration and anti-corruption boundaries."
        },
        {
          "id": "ddd-tactical-patterns",
          "summary": "Aggregates, value objects, repositories, and domain events."
        },
        {
          "id": "cqrs-implementation",
          "summary": "Read/write model separation."
        },
        {
          "id": "event-store-design",
          "summary": "Event persistence and replay architecture."
        },
        {
          "id": "saga-orchestration",
          "summary": "Cross-context long-running transaction coordination."
        },
        {
          "id": "projection-patterns",
          "summary": "Materialized read models from event streams."
        }
      ]
    },
    {
      "id": "automation-builder",
      "name": "Automation Builder",
      "group": "🔧 Specialized Packs",
      "emoji": "🤖",
      "tagline": "The \"Automation Builder\" Pack",
      "audience": "For connecting tools and building repeatable automated workflows.",
      "description": "For connecting tools and building repeatable automated workflows.",
      "skills": [
        {
          "id": "workflow-automation",
          "summary": "Design durable automation flows for AI and business systems."
        },
        {
          "id": "mcp-builder",
          "summary": "Create tool interfaces agents can use reliably."
        },
        {
          "id": "make-automation",
          "summary": "Build automations in Make/Integromat."
        },
        {
          "id": "airtable-automation",
          "summary": "Automate Airtable records, bases, and views."
        },
        {
          "id": "notion-automation",
          "summary": "Automate Notion pages, databases, and blocks."
        },
        {
          "id": "slack-automation",
          "summary": "Automate Slack messaging and channel workflows."
        },
        {
          "id": "googlesheets-automation",
          "summary": "Automate spreadsheet updates and data operations."
        }
      ]
    },
    {
      "id": "revops-crm-automation",
      "name": "RevOps & CRM Automation",
      "group": "🔧 Specialized Packs",
      "emoji": "💼",
      "tagline": "The \"RevOps & CRM Automation\" Pack",
      "audience": "For revenue operations, support handoffs, and CRM-heavy automation.",
      "description": "For revenue operations, support handoffs, and CRM-heavy automation.",
      "skills": [
        {
          "id": "hubspot-automation",
          "summary": "Automate contacts, companies, deals, and tickets."
        },
        {
          "id": "sendgrid-automation",
          "summary": "Automate email sends, contacts, and templates."
        },
        {
          "id": "zendesk-automation",
          "summary": "Automate support tickets and reply workflows."
        },
        {
          "id": "google-calendar-automation",
          "summary": "Schedule events and manage availability."
        },
        {
          "id": "outlook-calendar-automation",
          "summary": "Automate Outlook meetings and invitations."
        },
        {
          "id": "stripe-automation",
          "summary": "Automate billing, invoices, and subscriptions."
        },
        {
          "id": "shopify-automation",
          "summary": "Automate products, orders, customers, and inventory."
        }
      ]
    },
    {
      "id": "commerce-payments",
      "name": "Commerce & Payments",
      "group": "🔧 Specialized Packs",
      "emoji": "💳",
      "tagline": "The \"Commerce & Payments\" Pack",
      "audience": "For monetization, payments, and commerce workflows.",
      "description": "For monetization, payments, and commerce workflows.",
      "skills": [
        {
          "id": "stripe-integration",
          "summary": "Build robust checkout, subscription, and webhook flows."
        },
        {
          "id": "paypal-integration",
          "summary": "Integrate PayPal payments and related flows."
        },
        {
          "id": "plaid-fintech",
          "summary": "Link bank accounts and handle ACH-related use cases."
        },
        {
          "id": "hubspot-integration",
          "summary": "Connect CRM data into product and revenue workflows."
        },
        {
          "id": "algolia-search",
          "summary": "Add search and discovery to commerce experiences."
        },
        {
          "id": "monetization",
          "summary": "Design pricing and monetization systems deliberately."
        }
      ]
    },
    {
      "id": "odoo-erp",
      "name": "Odoo ERP",
      "group": "🔧 Specialized Packs",
      "emoji": "🏢",
      "tagline": "The \"Odoo ERP\" Pack",
      "audience": "For teams building or operating around Odoo-based business systems.",
      "description": "For teams building or operating around Odoo-based business systems.",
      "skills": [
        {
          "id": "odoo-module-developer",
          "summary": "Create custom Odoo modules cleanly."
        },
        {
          "id": "odoo-orm-expert",
          "summary": "Work effectively with Odoo ORM patterns and performance."
        },
        {
          "id": "odoo-sales-crm-expert",
          "summary": "Optimize sales pipelines, leads, and forecasting."
        },
        {
          "id": "odoo-ecommerce-configurator",
          "summary": "Configure storefront, catalog, and order flows."
        },
        {
          "id": "odoo-performance-tuner",
          "summary": "Diagnose and improve slow Odoo instances."
        },
        {
          "id": "odoo-security-rules",
          "summary": "Apply secure access controls and rule design."
        },
        {
          "id": "odoo-docker-deployment",
          "summary": "Deploy and run Odoo in Docker-based environments."
        }
      ]
    },
    {
      "id": "azure-ai-cloud",
      "name": "Azure AI & Cloud",
      "group": "🔧 Specialized Packs",
      "emoji": "☁️",
      "tagline": "The \"Azure AI & Cloud\" Pack",
      "audience": "For building on Azure across cloud, AI, and platform services.",
      "description": "For building on Azure across cloud, AI, and platform services.",
      "skills": [
        {
          "id": "azd-deployment",
          "summary": "Ship Azure apps with Azure Developer CLI workflows."
        },
        {
          "id": "azure-functions",
          "summary": "Build serverless workloads with Azure Functions."
        },
        {
          "id": "azure-ai-openai-dotnet",
          "summary": "Use Azure OpenAI from .NET applications."
        },
        {
          "id": "azure-search-documents-py",
          "summary": "Build search, hybrid search, and indexing in Python."
        },
        {
          "id": "azure-identity-py",
          "summary": "Handle Azure authentication flows in Python services."
        },
        {
          "id": "azure-monitor-opentelemetry-ts",
          "summary": "Add telemetry and tracing from TypeScript apps."
        }
      ]
    },
    {
      "id": "expo-react-native",
      "name": "Expo & React Native",
      "group": "🔧 Specialized Packs",
      "emoji": "📲",
      "tagline": "The \"Expo & React Native\" Pack",
      "audience": "For shipping mobile apps with Expo and React Native.",
      "description": "For shipping mobile apps with Expo and React Native.",
      "skills": [
        {
          "id": "react-native-architecture",
          "summary": "Structure production React Native apps well."
        },
        {
          "id": "expo-api-routes",
          "summary": "Build API routes in Expo Router and EAS Hosting."
        },
        {
          "id": "expo-dev-client",
          "summary": "Build and distribute Expo development clients."
        },
        {
          "id": "expo-tailwind-setup",
          "summary": "Set up Tailwind and NativeWind in Expo apps."
        },
        {
          "id": "expo-cicd-workflows",
          "summary": "Automate builds and releases with EAS workflows."
        },
        {
          "id": "expo-deployment",
          "summary": "Deploy Expo apps and manage release flow."
        },
        {
          "id": "app-store-optimization",
          "summary": "Improve App Store and Play Store discoverability."
        }
      ]
    },
    {
      "id": "apple-platform-design",
      "name": "Apple Platform Design",
      "group": "🔧 Specialized Packs",
      "emoji": "🍎",
      "tagline": "The \"Apple Platform Design\" Pack",
      "audience": "For teams designing native-feeling Apple platform experiences.",
      "description": "For teams designing native-feeling Apple platform experiences.",
      "skills": [
        {
          "id": "hig-foundations",
          "summary": "Learn the core Apple Human Interface Guidelines."
        },
        {
          "id": "hig-patterns",
          "summary": "Apply Apple interaction and UX patterns correctly."
        },
        {
          "id": "hig-components-layout",
          "summary": "Use Apple layout and navigation components well."
        },
        {
          "id": "hig-inputs",
          "summary": "Design for gestures, keyboards, Pencil, focus, and controllers."
        },
        {
          "id": "hig-components-system",
          "summary": "Work with widgets, live activities, and system surfaces."
        },
        {
          "id": "hig-platforms",
          "summary": "Adapt experiences across Apple device families."
        }
      ]
    },
    {
      "id": "makepad-builder",
      "name": "Makepad Builder",
      "group": "🔧 Specialized Packs",
      "emoji": "🧩",
      "tagline": "The \"Makepad Builder\" Pack",
      "audience": "For building UI-heavy apps with the Makepad ecosystem.",
      "description": "For building UI-heavy apps with the Makepad ecosystem.",
      "skills": [
        {
          "id": "makepad-basics",
          "summary": "Start with Makepad fundamentals and mental model."
        },
        {
          "id": "makepad-layout",
          "summary": "Handle sizing, flow, alignment, and layout composition."
        },
        {
          "id": "makepad-widgets",
          "summary": "Build interfaces from Makepad widgets."
        },
        {
          "id": "makepad-event-action",
          "summary": "Wire interaction and event handling correctly."
        },
        {
          "id": "makepad-shaders",
          "summary": "Create GPU-driven visual effects and custom drawing."
        },
        {
          "id": "makepad-deployment",
          "summary": "Package and ship Makepad projects."
        }
      ]
    },
    {
      "id": "seo-specialist",
      "name": "SEO Specialist",
      "group": "🔧 Specialized Packs",
      "emoji": "🔎",
      "tagline": "The \"SEO Specialist\" Pack",
      "audience": "For technical SEO, content structure, and search growth.",
      "description": "For technical SEO, content structure, and search growth.",
      "skills": [
        {
          "id": "seo-fundamentals",
          "summary": "Build from sound SEO principles and search constraints."
        },
        {
          "id": "seo-content-planner",
          "summary": "Plan clusters, calendars, and content gaps."
        },
        {
          "id": "seo-content-writer",
          "summary": "Produce search-aware content drafts with intent alignment."
        },
        {
          "id": "seo-structure-architect",
          "summary": "Improve hierarchy, internal links, and structure."
        },
        {
          "id": "seo-cannibalization-detector",
          "summary": "Find overlapping pages competing for the same intent."
        },
        {
          "id": "seo-content-auditor",
          "summary": "Audit existing content quality and optimization gaps."
        },
        {
          "id": "schema-markup",
          "summary": "Add structured data to support richer search results."
        }
      ]
    },
    {
      "id": "documents-presentations",
      "name": "Documents & Presentations",
      "group": "🔧 Specialized Packs",
      "emoji": "📄",
      "tagline": "The \"Documents & Presentations\" Pack",
      "audience": "For document-heavy workflows, spreadsheets, PDFs, and presentations.",
      "description": "For document-heavy workflows, spreadsheets, PDFs, and presentations.",
      "skills": [
        {
          "id": "office-productivity",
          "summary": "Coordinate document, spreadsheet, and presentation workflows."
        },
        {
          "id": "docx-official",
          "summary": "Create and edit Word-compatible documents."
        },
        {
          "id": "pptx-official",
          "summary": "Create and edit PowerPoint-compatible presentations."
        },
        {
          "id": "xlsx-official",
          "summary": "Create and analyze spreadsheet files with formulas and formatting."
        },
        {
          "id": "pdf-official",
          "summary": "Extract, generate, and manipulate PDFs programmatically."
        },
        {
          "id": "google-slides-automation",
          "summary": "Automate presentation updates in Google Slides."
        },
        {
          "id": "google-sheets-automation",
          "summary": "Automate reads and writes in Google Sheets."
        }
      ]
    },
    {
      "id": "oss-maintainer",
      "name": "OSS Maintainer",
      "group": "🧰 Maintainer & OSS",
      "emoji": "🛠️",
      "tagline": "The \"OSS Maintainer\" Pack",
      "audience": "For shipping clean changes in public repositories.",
      "description": "For shipping clean changes in public repositories.",
      "skills": [
        {
          "id": "commit",
          "summary": "High-quality conventional commits."
        },
        {
          "id": "create-pr",
          "summary": "PR creation with review-ready context."
        },
        {
          "id": "requesting-code-review",
          "summary": "Ask for targeted, high-signal reviews."
        },
        {
          "id": "receiving-code-review",
          "summary": "Apply feedback with technical rigor."
        },
        {
          "id": "changelog-automation",
          "summary": "Keep release notes and changelogs consistent."
        },
        {
          "id": "git-advanced-workflows",
          "summary": "Rebase, cherry-pick, bisect, recovery."
        },
        {
          "id": "documentation-templates",
          "summary": "Standardize docs and handoffs."
        }
      ]
    },
    {
      "id": "skill-author",
      "name": "Skill Author",
      "group": "🧰 Maintainer & OSS",
      "emoji": "🧱",
      "tagline": "The \"Skill Author\" Pack",
      "audience": "For creating and maintaining high-quality SKILL.md assets.",
      "description": "For creating and maintaining high-quality SKILL.md assets.",
      "skills": [
        {
          "id": "skill-creator",
          "summary": "Design effective new skills."
        },
        {
          "id": "skill-developer",
          "summary": "Implement triggers, hooks, and skill lifecycle."
        },
        {
          "id": "writing-skills",
          "summary": "Improve clarity and structure of skill instructions."
        },
        {
          "id": "documentation-generation-doc-generate",
          "summary": "Generate maintainable technical docs."
        },
        {
          "id": "lint-and-validate",
          "summary": "Validate quality after edits."
        },
        {
          "id": "verification-before-completion",
          "summary": "Confirm changes before claiming done."
        }
      ]
    },
    {
      "id": "aas-accessibility-inclusive-ux",
      "name": "AAS Accessibility & Inclusive UX",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "♿",
      "tagline": "The \"AAS Accessibility & Inclusive UX\" Plugin",
      "audience": "Design, frontend, QA, and product teams improving accessible user experiences.",
      "description": "Accessibility is a standalone product quality workflow spanning audit, automated scanning, screen-reader checks, high contrast, fixes, and regression testing.",
      "skills": [
        {
          "id": "accesslint-audit",
          "summary": "Audit accessibility issues with AccessLint workflows."
        },
        {
          "id": "accesslint-scan",
          "summary": "Scan interfaces for accessibility regressions."
        },
        {
          "id": "screen-reader-testing",
          "summary": "Test interfaces with screen-reader expectations."
        },
        {
          "id": "accesslint-diff",
          "summary": "Review accessibility changes and regressions in diffs."
        },
        {
          "id": "fixing-accessibility",
          "summary": "Fix accessibility issues in product UI."
        },
        {
          "id": "ui-a11y",
          "summary": "Audit WCAG, contrast, focus, labels, motion, and semantic HTML."
        },
        {
          "id": "webapp-testing",
          "summary": "Use webapp-testing in this workflow."
        },
        {
          "id": "playwright-skill",
          "summary": "Use playwright-skill in this workflow."
        }
      ],
      "why": "Accessibility is a standalone product quality workflow spanning audit, automated scanning, screen-reader checks, high contrast, fixes, and regression testing.",
      "positioning": "Audit, test, and fix accessible product experiences across WCAG, automated scans, screen readers, contrast, and browser QA.",
      "recommendedFor": [
        "Frontend teams",
        "Product designers",
        "QA teams"
      ],
      "notFor": [
        "Backend-only services",
        "General marketing content"
      ],
      "defaultPrompts": [
        "Use this plugin to audit this page for WCAG issues, prioritize fixes, and propose safe code changes.",
        "Use this plugin to create an accessibility regression plan with automated scans, screen-reader checks, and Playwright coverage.",
        "Use this plugin to review this UI for contrast, keyboard, focus, labels, motion, and semantic HTML."
      ]
    },
    {
      "id": "aas-api-platform-builder",
      "name": "AAS API Platform Builder",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🔌",
      "tagline": "The \"AAS API Platform Builder\" Plugin",
      "audience": "Backend and platform teams designing APIs, contracts, auth, security, load tests, and observability.",
      "description": "Complements Python API Builder with a language-agnostic API platform workflow from design and OpenAPI contracts to auth, security, documentation, load testing, and observability.",
      "skills": [
        {
          "id": "api-design-principles",
          "summary": "Design clear and maintainable APIs."
        },
        {
          "id": "api-patterns",
          "summary": "Choose REST, GraphQL, tRPC, and API patterns."
        },
        {
          "id": "openapi-spec-generation",
          "summary": "Generate and maintain OpenAPI specifications."
        },
        {
          "id": "api-documentation",
          "summary": "Document APIs for users and maintainers."
        },
        {
          "id": "api-endpoint-builder",
          "summary": "Build API endpoints with sound boundaries."
        },
        {
          "id": "auth-implementation-patterns",
          "summary": "Implement auth, sessions, JWT, and OAuth2 safely."
        },
        {
          "id": "api-security-best-practices",
          "summary": "Apply secure API design practices."
        },
        {
          "id": "backend-architect",
          "summary": "Architect backend services and platform boundaries."
        },
        {
          "id": "k6-load-testing",
          "summary": "Run API and service load tests."
        },
        {
          "id": "observability-engineer",
          "summary": "Design monitoring and observability systems."
        }
      ],
      "why": "Complements Python API Builder with a language-agnostic API platform workflow from design and OpenAPI contracts to auth, security, documentation, load testing, and observability.",
      "positioning": "Design language-agnostic API platforms with contracts, docs, endpoints, auth, security, load testing, and observability.",
      "recommendedFor": [
        "Backend teams",
        "Platform teams",
        "Full-stack teams designing shared APIs"
      ],
      "notFor": [
        "Python-only implementation guidance",
        "Frontend UI polish"
      ],
      "defaultPrompts": [
        "Use this plugin to design an API platform with OpenAPI contracts, auth, docs, and observability.",
        "Use this plugin to review this API for versioning, endpoint design, security, and load-test gaps.",
        "Use this plugin to turn these product requirements into API endpoints and a contract-first implementation plan."
      ]
    },
    {
      "id": "aas-saas-launch-revenue",
      "name": "AAS SaaS Launch & Revenue",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "💸",
      "tagline": "The \"AAS SaaS Launch & Revenue\" Plugin",
      "audience": "Founders and product teams launching, pricing, monetizing, measuring, and improving SaaS products.",
      "description": "Turns scattered startup, pricing, payments, analytics, lifecycle, referral, and SEO skills into one launch-to-revenue workflow.",
      "skills": [
        {
          "id": "saas-mvp-launcher",
          "summary": "Launch SaaS MVPs with practical product flow."
        },
        {
          "id": "micro-saas-launcher",
          "summary": "Plan and ship micro-SaaS products."
        },
        {
          "id": "pricing-strategy",
          "summary": "Design pricing and packaging strategy."
        },
        {
          "id": "monetization",
          "summary": "Design monetization systems deliberately."
        },
        {
          "id": "stripe-integration",
          "summary": "Integrate Stripe payments and subscriptions."
        },
        {
          "id": "analytics-product",
          "summary": "Model product analytics and product metrics."
        },
        {
          "id": "launch-strategy",
          "summary": "Plan product launches and go-to-market steps."
        },
        {
          "id": "referral-program",
          "summary": "Design referral and growth loops."
        },
        {
          "id": "email-sequence",
          "summary": "Write automated lifecycle email campaigns."
        },
        {
          "id": "seo-audit",
          "summary": "Audit technical SEO and discoverability."
        }
      ],
      "why": "Turns scattered startup, pricing, payments, analytics, lifecycle, referral, and SEO skills into one launch-to-revenue workflow.",
      "positioning": "Launch, price, monetize, measure, and grow SaaS products from MVP to revenue loops.",
      "recommendedFor": [
        "Founders",
        "Product teams",
        "Growth-minded builders"
      ],
      "notFor": [
        "Enterprise infrastructure-only projects",
        "Pure document generation"
      ],
      "defaultPrompts": [
        "Use this plugin to plan a SaaS launch from MVP scope through pricing, payments, analytics, email, and SEO.",
        "Use this plugin to review this pricing page and activation funnel for revenue opportunities.",
        "Use this plugin to build a launch checklist with referral, email, analytics, and Stripe readiness."
      ]
    },
    {
      "id": "aas-ai-product-evaluation-ops",
      "name": "AAS AI Product & Evaluation Ops",
      "group": "⭐ Specialized Product Plugins",
      "emoji": "🧠",
      "tagline": "The \"AAS AI Product & Evaluation Ops\" Plugin",
      "audience": "PMs, founders, and AI product teams defining, measuring, and improving AI features.",
      "description": "Covers the product side of AI work: wrapper strategy, evals, tracing, product metrics, experiments, model evaluation, and context constraints.",
      "skills": [
        {
          "id": "ai-wrapper-product",
          "summary": "Shape AI wrapper products with clearer value."
        },
        {
          "id": "agent-evaluation",
          "summary": "Evaluate agent reliability and performance."
        },
        {
          "id": "langfuse",
          "summary": "Trace, evaluate, and monitor LLM apps."
        },
        {
          "id": "llm-app-patterns",
          "summary": "Use production LLM application patterns."
        },
        {
          "id": "context-window-management",
          "summary": "Manage long context effectively."
        },
        {
          "id": "kpi-dashboard-design",
          "summary": "Design dashboards for decision-making."
        },
        {
          "id": "analytics-product",
          "summary": "Model product analytics and product metrics."
        },
        {
          "id": "product-manager",
          "summary": "Apply product management judgment and planning."
        },
        {
          "id": "ab-test-setup",
          "summary": "Plan and validate experiments."
        },
        {
          "id": "hugging-face-evaluation",
          "summary": "Evaluate AI models and datasets with Hugging Face workflows."
        }
      ],
      "why": "Covers the product side of AI work: wrapper strategy, evals, tracing, product metrics, experiments, model evaluation, and context constraints.",
      "positioning": "Define, evaluate, instrument, and improve AI product features with metrics, tracing, experiments, and model evals.",
      "recommendedFor": [
        "AI PMs",
        "Founders building AI features",
        "LLM product teams"
      ],
      "notFor": [
        "Low-level MCP server implementation only",
        "Office document automation"
      ],
      "defaultPrompts": [
        "Use this plugin to write an AI feature evaluation plan with metrics, traces, user feedback, and experiment design.",
        "Use this plugin to review this AI feature for product risk, context limits, eval coverage, and KPI gaps.",
        "Use this plugin to design a dashboard and feedback loop for improving this LLM workflow."
      ]
    },
    {
      "id": "aas-data-engineering-platform",
      "name": "AAS Data Engineering Platform",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "🛠️",
      "tagline": "The \"AAS Data Engineering Platform\" Plugin",
      "audience": "Data and AI platform teams building pipelines, warehouses, transforms, embeddings, and RAG-ready data foundations.",
      "description": "Connects data pipelines, dbt, Postgres, vector databases, embeddings, RAG, SQL, and transformation practice into a modern data platform plugin.",
      "skills": [
        {
          "id": "data-engineer",
          "summary": "Design and operate data pipelines."
        },
        {
          "id": "airflow-dag-patterns",
          "summary": "Build maintainable Airflow DAGs."
        },
        {
          "id": "dbt-transformation-patterns",
          "summary": "Build dbt transformation pipelines."
        },
        {
          "id": "postgres-best-practices",
          "summary": "Optimize Postgres schemas and queries."
        },
        {
          "id": "database-architect",
          "summary": "Design robust database structures."
        },
        {
          "id": "vector-database-engineer",
          "summary": "Design vector database systems."
        },
        {
          "id": "embedding-strategies",
          "summary": "Choose and operate embedding strategies."
        },
        {
          "id": "rag-engineer",
          "summary": "Build retrieval-augmented generation systems."
        },
        {
          "id": "sql-pro",
          "summary": "Query and model data with modern SQL."
        },
        {
          "id": "fp-data-transforms",
          "summary": "Build reliable data transformation flows."
        }
      ],
      "why": "Connects data pipelines, dbt, Postgres, vector databases, embeddings, RAG, SQL, and transformation practice into a modern data platform plugin.",
      "positioning": "Build data platforms with pipelines, dbt, Postgres, vector databases, embeddings, RAG data, SQL, and transforms.",
      "recommendedFor": [
        "Data engineers",
        "Analytics engineers",
        "AI platform teams"
      ],
      "notFor": [
        "Marketing campaign planning",
        "Frontend UI-only work"
      ],
      "defaultPrompts": [
        "Use this plugin to design a data platform from ingestion through dbt models, Postgres, and dashboard-ready marts.",
        "Use this plugin to review this pipeline for reliability, transform quality, SQL modeling, and RAG readiness.",
        "Use this plugin to plan an embeddings and vector database layer for this product dataset."
      ]
    },
    {
      "id": "aas-privacy-compliance-engineering",
      "name": "AAS Privacy & Compliance Engineering",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "🧾",
      "tagline": "The \"AAS Privacy & Compliance Engineering\" Plugin",
      "audience": "Teams building privacy-aware and compliance-sensitive SaaS, AI, finance, and cloud systems.",
      "description": "Uses existing privacy, GDPR, PCI, compliance, cloud, spec, and security review skills to create a practical engineering compliance workflow.",
      "skills": [
        {
          "id": "privacy-by-design",
          "summary": "Apply privacy-by-design principles."
        },
        {
          "id": "gdpr-data-handling",
          "summary": "Handle GDPR-sensitive data safely."
        },
        {
          "id": "pci-compliance",
          "summary": "Handle payment security and PCI expectations."
        },
        {
          "id": "fsi-compliance-checker",
          "summary": "Check financial-services compliance requirements."
        },
        {
          "id": "spec-to-code-compliance",
          "summary": "Verify implementation against written specs."
        },
        {
          "id": "security-audit",
          "summary": "Audit security posture and controls."
        },
        {
          "id": "cc-skill-security-review",
          "summary": "Review features with a security checklist."
        }
      ],
      "why": "Uses existing privacy, GDPR, PCI, compliance, cloud, spec, and security review skills to create a practical engineering compliance workflow.",
      "positioning": "Engineer privacy and compliance controls with GDPR, PCI, compliance checks, cloud posture, specs, and security review.",
      "recommendedFor": [
        "SaaS teams",
        "AI app teams",
        "Compliance-sensitive engineering teams"
      ],
      "notFor": [
        "Legal advice as a substitute for counsel",
        "Offensive security testing"
      ],
      "defaultPrompts": [
        "Use this plugin to review this feature for privacy-by-design, GDPR handling, PCI exposure, and security controls.",
        "Use this plugin to map compliance-sensitive data flows and identify engineering changes before launch.",
        "Use this plugin to check whether this implementation matches the spec and expected compliance controls."
      ]
    },
    {
      "id": "aas-localization-international-growth",
      "name": "AAS Localization & International Growth",
      "group": "🧩 Specialized Product Plugins - Next Wave",
      "emoji": "🌍",
      "tagline": "The \"AAS Localization & International Growth\" Plugin",
      "audience": "Growth, content, and product teams expanding sites and products across languages and markets.",
      "description": "Combines existing i18n, hreflang, SEO, content, copy, analytics, and market research skills into an international growth workflow.",
      "skills": [
        {
          "id": "i18n-localization",
          "summary": "Internationalize and localize product interfaces."
        },
        {
          "id": "seo-hreflang",
          "summary": "Implement hreflang and international SEO signals."
        },
        {
          "id": "seo-fundamentals",
          "summary": "Apply durable SEO principles."
        },
        {
          "id": "seo-content-planner",
          "summary": "Plan SEO content clusters and calendars."
        },
        {
          "id": "seo-content-writer",
          "summary": "Write search-aware content drafts."
        },
        {
          "id": "schema-markup",
          "summary": "Add structured data for search visibility."
        },
        {
          "id": "content-creator",
          "summary": "Create SEO-aware marketing content."
        },
        {
          "id": "copywriting",
          "summary": "Write conversion-focused copy."
        },
        {
          "id": "analytics-tracking",
          "summary": "Set up reliable product analytics."
        },
        {
          "id": "apify-market-research",
          "summary": "Research markets and competitors with Apify workflows."
        }
      ],
      "why": "Combines existing i18n, hreflang, SEO, content, copy, analytics, and market research skills into an international growth workflow.",
      "positioning": "Grow internationally with i18n, hreflang, multilingual SEO, content, copy, schema, analytics, and market research.",
      "recommendedFor": [
        "Growth teams",
        "International SEO teams",
        "Product teams localizing UI"
      ],
      "notFor": [
        "Legal localization certification",
        "Backend-only API services"
      ],
      "defaultPrompts": [
        "Use this plugin to plan international SEO and localization for this product, including hreflang and content priorities.",
        "Use this plugin to audit this site for i18n, localized content, schema, analytics, and market research gaps.",
        "Use this plugin to create a market-localized content plan with copy, SEO, and measurement."
      ]
    }
  ]
}