jm-adk

Scaffold a production monorepo: Nx vs Turborepo decision, workspace structure, shared packages, CI matrix builds, versioning strategy (fixed vs. independent), and dependency graph visualization.

Generate Next.js 15 App Router project with auth, database, API routes. Use when user asks to "scaffold a Next.js app".

Generate production-ready React project with TypeScript, Tailwind, testing, CI/CD. Use when user asks to "scaffold a React app".

Generate Supabase project with auth, RLS policies, edge functions, type generation. Use when user asks to "scaffold a Supabase project".

Horizontal/vertical scaling analysis, stateless/stateful assessment, and capacity planning. Trigger: "assess scalability", "can this scale", "scaling strategy", "capacity planning".

Tree of Thought evaluation, multi-dimensional weighted scoring, trade-off analysis, and decision matrix generation for technical decisions. Trigger: "scenario analysis", "trade-off", "decision matrix", "weighted scoring", "tree of thought", "compare options".

Plan and execute database schema migrations with up/down scripts, zero-downtime DDL patterns, seed data management, rollback procedures, and ORM vs raw SQL decision framework. Covers Postgres, MySQL, and SQLite.

Provides industry context, regulatory landscape analysis, competitive benchmarks, and sector-specific technology trends. Trigger: "industry context", "sector analysis", "regulatory landscape", "benchmarks".

Threat modeling, zero trust design, identity architecture, encryption strategy, and compliance mapping for software systems. Trigger: "security architecture", "threat model", "zero trust", "identity", "encryption", "compliance", "OWASP".

OWASP vulnerability patterns, secret detection, and authentication/authorization analysis. Trigger: "security scan", "OWASP check", "secret detection", "auth analysis".

STRIDE threat modeling, attack surface mapping, and threat tree generation. Trigger: "threat model", "STRIDE analysis", "attack surface", "threat assessment".

Technical SEO audit and implementation: structured data (JSON-LD), meta tags, Open Graph/Twitter Cards, XML sitemap, robots.txt, Core Web Vitals optimization, crawl budget management, and canonical URL strategy.

Module design, layer boundaries, design patterns, ADR generation, and quality attribute analysis for software systems. Trigger: "software architecture", "module design", "design patterns", "ADR", "quality attributes", "layered architecture".

Software and technology viability validation — deep forensic analysis of maintainability, scalability, security posture. Use when user asks to "validate software viability".

Creates phased execution roadmaps with investment horizons, risk-adjusted timelines, and dependency management. Trigger: "roadmap", "execution plan", "phased delivery", "timeline".

End-to-end integration design, cross-cutting concerns resolution, and system composition for complex software solutions. Trigger: "solutions architecture", "integration design", "system composition", "cross-cutting concerns".

Generate production-ready agent .md and command .md files from designs. Enforces plugin subagent constraints and alias linkage. Trigger: spec agent, spec command, generate agent file, write command file, create agent specification.

Generate production-ready SKILL.md and MOAT asset files from a skill design. Enforces MOAT quality dimensions (>=7 on all 6), 500-line body limit, progressive disclosure. Trigger: spec skill, generate skill spec, write SKILL.md, create skill specification, produce skill MOAT.

Influence/interest matrix analysis, RACI definition, communication plan design, and stakeholder engagement strategies for technical projects. Trigger: "stakeholder mapping", "RACI", "influence matrix", "communication plan", "stakeholder analysis".

Designs frontend and backend state management patterns, caching layers, and synchronization strategies. Trigger: "state management", "frontend state", "backend state", "state synchronization", "global state".