jm-adk

Cyclomatic complexity, coupling, cohesion, and size metrics measurement. Trigger: "measure complexity", "code metrics", "coupling analysis", "cohesion".

Designs code review checklists, severity classification, and automated check integration for consistent PR reviews. Trigger: "code review checklist", "review framework", "PR review standards", "review automation".

Identifies code smells, anti-patterns, and structural decay in codebases using systematic pattern matching. Trigger: detect smells, find anti-patterns, review code quality, check code hygiene.

Analyzes build vs buy decisions, licensing models, TCO calculations, and value capture strategies. Trigger: "build or buy", "licensing analysis", "TCO", "commercial model".

Regulatory and standards compliance assessment — GDPR, SOX, PCI-DSS, HIPAA, ISO 27001 patterns in code. Use when user asks to "assess compliance".

Designs modular architecture with clear boundaries, interface contracts, and dependency rules. Trigger: "design components", "module boundaries", "interface contracts", "component architecture".

Manages session context, token budgeting, and strategic information loading for AI-assisted engineering sessions. Trigger: "optimize context", "token budget", "context management", "session context", "priming strategy".

Crafts value propositions, calls to action, and technical summaries that drive decisions. Trigger: "value proposition", "call to action", "elevator pitch", "technical summary".

Effort inductors analysis, scope driver identification, team composition planning, and risk-adjusted timeline estimation. Trigger: "cost estimation", "effort estimation", "scope drivers", "team composition", "timeline", "sizing".

Design and implement production-grade CSS architecture: design token systems, CSS Layers (@layer), @scope, container queries, Tailwind v4 config, dark mode strategy, component scoping. Use when user asks to "design CSS architecture", "set up design tokens", "organize styles", or "configure Tailwind".

Schema design patterns, indexing strategies, partitioning, replication topologies, migration procedures, and performance tuning. Trigger: "database architecture", "schema design", "indexing", "partitioning", "replication", "database migration".

Data pipeline architecture, ingestion patterns, orchestration design, data quality frameworks, and lineage tracking. Trigger: "data engineering", "data pipeline", "ingestion", "ETL", "ELT", "data quality", "lineage".

Data catalog design, ownership models, classification schemes, retention policies, and privacy compliance for data platforms. Trigger: "data governance", "data catalog", "data ownership", "data classification", "retention", "GDPR", "privacy".

Database schema, migration history, and entity relationship analysis. Trigger: "analyze data model", "schema review", "database structure", "entity relationships".

Schema design with normalization, denormalization strategies, and data evolution patterns. Trigger: "design data model", "schema design", "database schema", "data modeling", "entity relationship".

Design relational schemas using normalization forms, strategic denormalization, polymorphic associations, soft delete with audit trails, and temporal data patterns. Covers PostgreSQL and the ORM layer (Prisma / TypeORM).

Transforms metrics into meaning through comparison framing, magnitude communication, and evidence-driven narratives. Trigger: "make the data speak", "data story", "metrics narrative".

Multi-dimensional technical debt classification across architecture, code, test, doc, and infra. Trigger: "classify debt", "debt types", "categorize tech debt", "debt dimensions".

System and library dependency mapping, vulnerability scanning, license compliance, update strategy. Use when user asks to "analyze dependencies".

CVE scanning, freshness analysis, and licensing audit of project dependencies. Trigger: "audit dependencies", "check vulnerabilities", "CVE scan", "license check".