user-experience
Parent orchestrator for AI-augmented UX methodology targeting tiny teams (1-5 people). Routes to 10 sub-skills by product lifecycle stage through criteria-gated waves. Invoke when team needs structured UX evaluation, user research, design systems, UX metrics, behavior diagnosis, feature prioritization, design sprints, or AI interaction design. Each sub-skill implements a proven UX framework with synthesis hypothesis confidence gates and MCP design tool integration. Triggers: UX, user experience, usability, heuristic evaluation, JTBD, lean UX, HEART metrics, atomic design, inclusive design, behavior design, Kano model, design sprint, AI-first design, UX audit, accessibility, design system, user research.
What this skill does
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# User-Experience Skill
> **Version:** 1.0.0
> **Framework:** Jerry User-Experience
> **Constitutional Compliance:** Jerry Constitution v1.0
> **SSOT References:** GitHub Issue #138 (Architecture Spec), PROJ-022 PLAN.md, ADR-agent-design-001 (Agent Definition Format)
> **Project:** PROJ-022 User Experience Skill | GitHub Issue [#138](https://github.com/geekatron/jerry/issues/138)
## Document Sections
| Section | Purpose |
|---------|---------|
| [Document Audience](#document-audience-triple-lens) | Triple-Lens audience guide |
| [Purpose](#purpose) | Skill overview and key capabilities |
| [When to Use This Skill](#when-to-use-this-skill) | Activation triggers and scope boundaries |
| [Available Agents](#available-agents) | 11-agent roster with roles, models, and output locations |
| [P-003 Compliance](#p-003-compliance) | Orchestrator-worker hierarchy diagram |
| [Invoking an Agent](#invoking-an-agent) | Three invocation methods with examples |
| [Wave Architecture](#wave-architecture) | 5-wave criteria-gated deployment model |
| [Lifecycle-Stage Routing](#lifecycle-stage-routing) | Orchestrator triage by product stage |
| [Synthesis Hypothesis Validation](#synthesis-hypothesis-validation) | 3-tier confidence gate protocol |
| [MCP Integration Architecture](#mcp-integration-architecture) | Dependency matrix, cost tiers, fallback paths |
| [Cross-Skill Integration](#cross-skill-integration) | Integration with eng-team, red-team, adversary, orchestration, and others |
| [Constitutional Compliance](#constitutional-compliance) | Governing principles |
| [Quick Reference](#quick-reference) | Common workflows and agent selection hints |
| [References](#references) | Full repo-relative paths to all referenced files |
## Document Audience (Triple-Lens)
This SKILL.md serves multiple audiences:
| Level | Audience | Sections to Focus On |
|-------|----------|---------------------|
| **L0 (Stakeholder)** | New users, product managers | [Purpose](#purpose), [When to Use This Skill](#when-to-use-this-skill), [Quick Reference](#quick-reference) |
| **L1 (Developer)** | Engineers invoking agents | [Invoking an Agent](#invoking-an-agent), [Available Agents](#available-agents), [Lifecycle-Stage Routing](#lifecycle-stage-routing) |
| **L2 (Architect)** | Workflow designers, skill maintainers | [Wave Architecture](#wave-architecture), [MCP Integration Architecture](#mcp-integration-architecture), [Synthesis Hypothesis Validation](#synthesis-hypothesis-validation) |
---
## Purpose
The User-Experience skill provides AI-augmented UX methodology for tiny teams (1-5 people) through 11 agents (1 orchestrator + 10 framework specialists). Each agent encapsulates a proven UX framework, produces **persistent artifacts** that survive context compaction, enforces methodological rigor via synthesis hypothesis confidence gates, and builds a cumulative product UX knowledge base.
The skill targets teams where UX is a part-time responsibility -- calibrated for 20-50% of one person's time in Waves 1-2, with Waves 3-5 as aspirational progression.
### Key Capabilities
- **Heuristic Evaluation** -- Nielsen's 10 Heuristics with severity-rated findings (Wave 1)
- **Jobs-to-Be-Done Analysis** -- User motivation research, switch interviews, job mapping (Wave 1)
- **Lean UX Facilitation** -- Hypothesis-driven build-measure-learn cycles (Wave 2)
- **HEART Metrics** -- Google's Goals-Signals-Metrics (GSM) framework for UX measurement (Wave 2)
- **Atomic Design** -- Brad Frost's 5-level component taxonomy (Wave 3)
- **Inclusive Design Evaluation** -- WCAG 2.2 compliance and Microsoft Inclusive Design (Wave 3)
- **Behavior Diagnosis** -- Fogg B=MAP bottleneck analysis (Wave 4)
- **Kano Feature Prioritization** -- Must-be / Performance / Attractive classification (Wave 4)
- **Design Sprint Facilitation** -- AJ&Smart Design Sprint 2.0 four-day process (Wave 5)
- **AI-First Interaction Design** -- AI interface patterns and trust calibration (Wave 5, CONDITIONAL)
> **Deployment Status (v1.0.0):** The skill architecture is fully specified but sub-skills deploy incrementally through the wave model. Currently deployed: `ux-orchestrator` (Wave 0 Foundation). Wave 1-5 sub-skill agents are **not yet deployed** — invoking the skill before their wave completes will route to only the currently-available sub-skills. The orchestrator discloses deployment state to users per P-022 and offers the wave bypass mechanism for urgent needs. See [Wave Architecture](#wave-architecture) for the full deployment timeline.
---
## When to Use This Skill
Activate when:
- Evaluating an existing interface against usability heuristics
- Conducting user research to understand motivations (JTBD, switch interviews)
- Designing or validating a Lean UX hypothesis and experiment cycle
- Defining or measuring UX metrics using the HEART framework
- Building or auditing a component library using atomic design principles
- Auditing for accessibility compliance (WCAG 2.2, inclusive design)
- Diagnosing why users fail to take a desired action (Fogg B=MAP)
- Prioritizing features by user satisfaction impact (Kano analysis)
- Running a structured design sprint for rapid prototyping
- Designing AI-powered interfaces or conversational interactions
- Performing a comprehensive multi-framework UX audit (orchestrator routes to 2+ agents)
- Urgent UX triage via crisis mode (3-skill emergency sequence)
Do NOT use for:
- Security-focused code review or threat modeling (use `/eng-team`)
- Systems engineering requirements or V&V (use `/nasa-se`)
- General research without UX focus (use `/problem-solving`)
- Adversarial quality review of deliverables (use `/adversary`)
- Offensive security testing (use `/red-team`)
- Architecture design without user-facing concerns (use `/architecture`)
- Documentation writing (use `/diataxis`)
---
## Available Agents
| Agent | Role | Tier | Mode | Model | Wave | Output Location |
|-------|------|------|------|-------|------|-----------------|
| `ux-orchestrator` | Parent orchestrator: routing, wave gating, cross-framework synthesis | T5 | Integrative | Opus | 0 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-orchestrator-{topic-slug}.md` |
| `ux-heuristic-evaluator` | Nielsen heuristic evaluation specialist | T4 | Systematic | Haiku* | 1 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-heuristic-evaluator-{topic-slug}.md` |
| `ux-jtbd-analyst` | Jobs-to-Be-Done research and analysis | T4 | Divergent | Sonnet | 1 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-jtbd-analyst-{topic-slug}.md` |
| `ux-lean-ux-facilitator` | Lean UX hypothesis and experiment facilitation | T4 | Systematic | Sonnet | 2 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-lean-ux-facilitator-{topic-slug}.md` |
| `ux-heart-analyst` | HEART metrics framework specialist | T2 | Systematic | Sonnet | 2 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-heart-analyst-{topic-slug}.md` |
| `ux-atomic-architect` | Atomic design component taxonomy architect | T4 | Systematic | Sonnet | 3 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-atomic-architect-{topic-slug}.md` |
| `ux-inclusive-evaluator` | Inclusive design and accessibility auditor | T4 | Systematic | Sonnet | 3 | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-inclusive-evaluator-{topic-slug}.md` |
| `ux-behavior-diagnostician` | Fogg B=MAP behavior bottleneck diagnosis | T2 | Convergent | Sonnet | 4 | `Related in Design
contribute
IncludedLocal-only OSS contribution command center. Auto-refreshes the user's in-flight PR and issue state on invoke so conversations start with full context — no need to brief Claude on what's in flight. Helps the user find issues to contribute to on GitHub, builds per-repo dossiers of what each upstream expects (CLA, DCO, branch convention, AI policy, draft-first, review bots, issue templates), runs deterministic gates before any external action so AI-assisted contributions don't reach maintainers as slop. State is markdown-only: candidate files at ~/.contribute-system/candidates/, repo dossiers at ~/.contribute-system/research/, append-only event log at ~/.contribute-system/log.jsonl. No database, no cloud calls. Use when the user asks about their PRs / issues / contributions, wants to find new work to take on, claim an issue, build/refresh a repo's dossier, or draft a Design Issue or PR. Trigger with "/contribute", "what's my PR status", "find a contribution", "claim issue X", "draft a Design Issue for Y", "refresh dossier for Z".
architectural-analysis
IncludedUser-triggered deep architectural analysis of a codebase or scoped subtree across eight modes — information architecture, data flow, integration points, UI surfaces, interaction patterns, data model, control flow, and failure modes. This skill should be used when the user asks to "diagram this codebase," "map the architecture," "show the data flow," "give me an ERD," "trace control flow," "find the integration points," "verify the layout pattern," "audit the UX architecture," or any similar request whose primary deliverable is mermaid diagrams plus cited reports under docs/architecture/. Dispatches haiku/sonnet sub-agents in parallel for per-mode exploration, then verifies every citation mechanically before any node lands in a diagram. Not for one-off prose explanations of code (use code-explanation) or for high-level system design from scratch (use system-design).
mcp
IncludedModel Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage multi-server configs, design agent-centric tools. Actions: create, build, integrate, discover, execute, configure MCP servers/tools. Keywords: MCP, Model Context Protocol, MCP server, MCP tool, stdio transport, SSE transport, tool discovery, resource provider, prompt template, external API integration, Gemini CLI MCP, Claude MCP, agent tools, tool execution, server config. Use when: building MCP servers, integrating external APIs as MCP tools, discovering available MCP tools, executing MCP capabilities, configuring multi-server setups, designing tools for AI agents.
react-native-skia
IncludedDesign, build, debug, and optimise high-polish animated graphics in React Native or Expo using @shopify/react-native-skia, Reanimated, and Gesture Handler. Use when the user wants canvas-driven UI, shaders, paths, rich text, image filters, sprite fields, Skottie, video frames, snapshots, web CanvasKit setup, or performance tuning for custom motion-heavy elements such as loaders, hero art, cards, charts, progress indicators, particle systems, or gesture-driven surfaces. Also use when the user asks for fluid, glow, glass, blob, parallax, 60fps/120fps, or GPU-friendly animated effects in React Native, even if they do not explicitly say "Skia". Do not use for ordinary form/layout work with standard views.
plaid
IncludedProduct Led AI Development — guides founders from idea to launched product. Six capabilities: Idea (discover a product idea), Validate (pressure-test the idea against fatal flaws, problem reality, competition, and 2-week MVP feasibility), Plan (vision intake + document generation), Design (translate image references into a design.md spec), Launch (go-to-market strategy), and Build (roadmap execution). Use when someone says "PLAID", "plaid idea", "help me find an idea", "product idea", "idea from my business", "idea from my expertise", "plaid validate", "validate my idea", "pressure-test", "is this idea good", "find fatal flaws", "validate the problem", "plan a product", "define my vision", "generate a PRD", "product strategy", "plaid design", "design from image", "translate image to design", "create design.md", "extract design tokens", "plaid launch", "go-to-market", "launch plan", "GTM strategy", "launch playbook", "plaid build", "build the app", "start building", or "execute the roadmap".
nextjs-framer-motion-animations
IncludedAdds production-safe Motion for React or Framer Motion animations to Next.js apps, including reveal, hover and tap micro-interactions, whileInView, stagger, AnimatePresence, layout and layoutId transitions, reorder, scroll-linked UI, and lightweight route-content transitions. Use when the user asks to add, refactor, or debug Motion or Framer Motion in App Router or Pages Router codebases, especially around server/client boundaries, reduced motion, LazyMotion, bundle size, hydration, or route transitions. Avoid for GSAP-style timelines, WebGL or 3D scenes, heavy scroll storytelling, or CSS-only effects unless Motion is explicitly requested.