human-in-loop

This skill MUST be invoked when the user says "implementation strategy", "cycle sequencing", or "implement workflow patterns". SHOULD also invoke when user mentions "execute-then-verify", "targeted retry", "fix pass", or "implementation escalation". Provides implementation-workflow patterns consumed alongside strategy-core for targeted briefings.

This skill MUST be invoked when the user says "audit agent", "review agent", "check agent compliance", or "agent audit checklist". SHOULD also invoke when user mentions "AGENT-GUIDELINES compliance", "agent review", or "coupling detection". Provides the procedural framework for auditing agents against AGENT-GUIDELINES.md.

This skill MUST be invoked when the user says "execute cycle", "implement tasks", "TDD cycle", or "red green refactor". SHOULD also invoke when implementing cycle task lists, encountering `[EXTEND]`/`[MODIFY]` markers, generating cycle reports, or handling retry after checkpoint failure.

This skill MUST be invoked when the user says "create task mapping", "structure implementation", "define cycles", "vertical slice", "TDD", "test first", "cycle structure", or "testable increment". SHOULD also invoke when user mentions "red green refactor" or "implementation tasks".

This skill MUST be invoked when the user says "TEST:", "TEST:VERIFY", "TEST:CONTRACT", "execute verification", "run test task", or "verification test". SHOULD also invoke when the user says "Setup/Action/Assert", "verify against infrastructure", or "capture evidence".

This skill MUST be invoked when the user says "write technical requirements", "define constraints", "define NFRs", "map integrations", "classify data sensitivity", or "infrastructure requirements". SHOULD also invoke when user mentions "TR-", "C-", "NFR-", "IP-", "INT-", "DS-", "non-functional", "system integration", "infrastructure provisioning", or "data classification". Produces three traceable analysis artifacts from business specifications.

This skill MUST be invoked when the user says "brownfield integration", "extend existing code", or "modify existing file". SHOULD also invoke when encountering tasks with `[EXTEND]` or `[MODIFY]` markers, implementing against existing codebases, or integrating with established interfaces.

This skill MUST be invoked when the user says "review research", "review data model", "review contracts", "plan quality", "phase review", or "design gaps". SHOULD also invoke when user mentions "artifact review" or "planning validation".

This skill MUST be invoked when the user says "review task mapping", "review tasks", "validate cycles", or "check TDD structure". SHOULD also invoke when user mentions "task quality", "cycle review", "vertical slice", or "task artifact".

This skill MUST be invoked when the user says "evaluate alternatives", "make technology choice", "document decision", "technology choice", "trade-offs", "decision record", "rationale", or "why we chose". SHOULD also invoke when user mentions "alternatives" or "NEEDS CLARIFICATION".

Universal workflow patterns (validation, gap classification, pass evolution, halt escalation) consumed by the State Analyst to inform Supervisor briefings.

Specification-workflow patterns (input assessment, produce-then-validate, gap-informed revision) consumed by the State Analyst alongside strategy-core for targeted Supervisor briefings.

This skill MUST be invoked when the user says "analyze screenshot", "extract design tokens", "pull colors from screenshot", "component inventory", "break down this UI", or "design extraction". SHOULD also invoke when user mentions "screenshot", "color palette", "typography", "spacing", or "component catalog".

This skill MUST be invoked when the user says "assemble design system", "build design system", "merge extractions", "consolidate tokens", "unify design tokens", or "synthesize design system". SHOULD also invoke when user mentions "design system", "token consolidation", "component normalization", or "multi-screenshot synthesis".

This skill MUST be invoked when the user says "map the flow", "connect these screens", "build user journey", "navigation mapping", "interaction flow", or "flow diagram". SHOULD also invoke when user mentions "screen transitions", "user flow", "navigation architecture", "entry points", "dead ends", or "orphaned screens". Provides structured procedure for connecting analyzed screenshots into coherent interaction flows with navigation logic and journey definitions.

This skill MUST be invoked when the user says "brainstorm", "deep analysis", "let's think through", "analyze this with me", or "help me think through". SHOULD also invoke when feature descriptions lack Who/Problem/Value clarity during specification enrichment.

This skill MUST be invoked when the user says "interface design", "UI design", "component design", "visual design", "styling", "dark mode", "spacing", "typography hierarchy", or "surface elevation". SHOULD also invoke when user mentions "frontend aesthetics" or "UI components".

This skill MUST be invoked when the user says "create worktree", "isolated workspace", "parallel branch work", "git worktree", "feature isolation", or "branch workspace". SHOULD also invoke when starting feature work that needs isolation from current workspace.

This skill MUST be invoked when the user says "analyze codebase", "scan project", "detect tech stack", "codebase analysis", "collision risk", or "brownfield". SHOULD also invoke when user mentions "existing code" or "project context".

This skill MUST be invoked when the user says "write principles", "define governance", "create constitution", or "write a constitution". SHOULD also invoke when user mentions "governance", "principles", "enforcement", or "amendment process". Core skill for greenfield projects.

This skill MUST be invoked when the user says "roadmap", "gap analysis", "evolution plan", "brownfield gaps", or "improvement priorities". Use for creating evolution roadmaps and identifying improvement priorities for brownfield projects.

This skill MUST be invoked when the user says "create constitution for existing codebase", "codify existing patterns", "brownfield constitution", "essential floor", or "emergent ceiling". SHOULD also invoke when user mentions "brownfield", "evolution roadmap", or "legacy project". Extends authoring-constitution.

This skill MUST be invoked when the user says "sync CLAUDE.md", "update agent instructions", "propagate constitution changes", "CLAUDE.md sync", or "constitution alignment". SHOULD also invoke when user mentions "agent instructions" updates.

This skill MUST be invoked when the user says "review constitution", "validate principles", "check quality", "constitution review", "quality check", "version bump", "anti-patterns", or "constitution audit".

This skill MUST be invoked when the user says "review spec", "find gaps", "what's missing", or "clarify requirements". SHOULD also invoke when reviewing spec.md for completeness. Focuses on product decisions and generates clarifying questions with concrete options.

This skill MUST be invoked when the user says "design API", "map endpoints", "define schemas", "API contract", "REST API design", or "OpenAPI spec". SHOULD also invoke when user mentions "endpoint", "schema", "contract", or "HTTP".

This skill MUST be invoked when the user says "extract entities", "define data model", "model relationships", "entity modeling", or "domain model". SHOULD also invoke when user mentions "relationship", "cardinality", "state machine", or "data attributes".

This skill MUST be invoked when the user says "write user stories", "define acceptance criteria", "prioritize features", "user story", "acceptance scenario", or "Given When Then". SHOULD also invoke when user mentions "priority", "P1", "P2", "P3", or "backlog". Produces prioritized user stories with independently testable acceptance scenarios.

This skill MUST be invoked when the user says "write requirements", "define success criteria", "identify edge cases", or "functional requirements". SHOULD also invoke when user mentions "FR-", "SC-", "RFC 2119", "MUST SHOULD MAY", or "edge cases". Produces technology-agnostic requirements in FR-XXX format with measurable success criteria.

This skill MUST be invoked when the user says "report a bug", "create issue", "log issue", "file a bug", "raise an issue", "create bug", or "feature request". Use for GitHub issue creation, lifecycle management, triage, and structured issue tracking.