ux-heuristic-eval
Nielsen heuristic evaluation sub-skill for the /user-experience parent skill. Evaluates interfaces against Nielsen's 10 usability heuristics, produces severity-rated findings on a 0-4 scale (Cosmetic to Catastrophic), and generates remediation recommendations with effort estimates. Invoke when teams need structured usability evaluation, interface review, heuristic audit, or severity-rated UX findings. Invoked by ux-orchestrator during Wave 1 lifecycle-stage routing or CRISIS mode triage. Triggers: heuristic evaluation, usability audit, Nielsen heuristics, interface review, severity rating, usability inspection, UX evaluation.
What this skill does
<!-- VERSION: 1.0.0 | DATE: 2026-03-04 | SOURCE: skills/user-experience/SKILL.md | PARENT: /user-experience skill -->
# Heuristic Evaluation Sub-Skill
> **Version:** 1.0.0
> **Framework:** Jerry User-Experience -- Heuristic Evaluation
> **Constitutional Compliance:** Jerry Constitution v1.0
> **Parent Skill:** `/user-experience` (`skills/user-experience/SKILL.md`)
> **Wave:** 1 (Zero-Dependency)
> **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) | Sub-skill overview and key capabilities |
| [When to Use This Sub-Skill](#when-to-use-this-sub-skill) | Activation triggers and scope boundaries |
| [Available Agents](#available-agents) | Single agent with role, model, and output location |
| [P-003 Compliance](#p-003-compliance) | Worker agent hierarchy position |
| [Invoking the Agent](#invoking-the-agent) | Invocation via ux-orchestrator |
| [Methodology](#methodology) | Nielsen's 10 heuristics, severity scale, evaluation workflow, single-evaluator reliability |
| [MCP Dependencies](#mcp-dependencies) | Figma REQ with screenshot-input fallback; Context7 for UX docs |
| [Output Specification](#output-specification) | Output location, L0/L1/L2 structure, required sections |
| [Routing](#routing) | Keywords and lifecycle-stage routing integration |
| [Cross-Framework Integration](#cross-framework-integration) | Handoff to Behavior Design, HEART Metrics, and CRISIS mode |
| [Synthesis Hypothesis Confidence](#synthesis-hypothesis-confidence) | Confidence classifications for heuristic evaluation outputs |
| [Constitutional Compliance](#constitutional-compliance) | Governing principles |
| [Registration](#registration) | H-26(c) parent-routed registration model and AGENTS.md confirmation |
| [Deployment Status](#deployment-status) | Wave 1 stub agent status and implementation timeline |
| [Quick Reference](#quick-reference) | Common workflows and agent selection hints |
| [References](#references) | Full repo-relative paths, requirements traceability, external citations |
## Document Audience (Triple-Lens)
This SKILL.md serves multiple audiences:
| Level | Audience | Sections to Focus On |
|-------|----------|---------------------|
| **L0 (Stakeholder)** | Product managers, designers | [Purpose](#purpose), [When to Use This Sub-Skill](#when-to-use-this-sub-skill), [Quick Reference](#quick-reference) |
| **L1 (Developer)** | Engineers invoking the agent | [Invoking the Agent](#invoking-the-agent), [Methodology](#methodology), [Output Specification](#output-specification) |
| **L2 (Architect)** | Workflow designers, skill maintainers | [Cross-Framework Integration](#cross-framework-integration), [MCP Dependencies](#mcp-dependencies), [Synthesis Hypothesis Confidence](#synthesis-hypothesis-confidence) |
---
## Purpose
The Heuristic Evaluation sub-skill provides structured, evidence-based usability evaluation using Nielsen's 10 usability heuristics. It targets tiny teams (1-5 people) who lack dedicated UX evaluators by providing AI-augmented systematic interface inspection with severity-rated findings and actionable remediation recommendations.
This sub-skill is part of Wave 1 (Zero-Dependency), meaning it requires no prior wave completions and operates with minimal infrastructure. It is the foundation evaluation framework that other sub-skills build upon.
### Key Capabilities
- **Systematic Heuristic Inspection** -- Evaluates interfaces against all 10 of Nielsen's usability heuristics sequentially, ensuring complete coverage
- **Severity-Rated Findings** -- Each finding receives a 0-4 severity rating per Nielsen's severity taxonomy (Not a problem to Usability catastrophe) with evidence from the interface
- **Remediation Recommendations** -- Actionable fix suggestions with effort estimates (Low/Medium/High) for each finding
- **Multi-Screen Evaluation** -- Coordinates evaluation across multiple screens or flows with finding deduplication
- **Model Escalation** -- Default Haiku for high-volume checklist evaluation; auto-escalates to Sonnet for complex evaluations
- **Cross-Framework Feed** -- Findings feed directly into Behavior Design diagnosis and HEART Metrics measurement
> **Source:** Key capabilities derived from parent SKILL.md [Key Capabilities] (line 103: "Heuristic Evaluation -- Nielsen's 10 Heuristics with severity-rated findings (Wave 1)") and [Available Agents] (lines 152, 165).
---
## When to Use This Sub-Skill
Activate when:
- Evaluating an existing interface against established usability principles
- Conducting a structured usability audit with severity-rated findings
- Reviewing interface design quality during the "During design" lifecycle stage
- Performing interface review as part of a comprehensive UX audit (multi-sub-skill route with HEART Metrics)
- Executing CRISIS mode step 1 (identify UX issues via Nielsen's 10 heuristics)
- Evaluating AI product interfaces as an interim path when the AI-First Design sub-skill is not yet deployed
- Needing a baseline usability assessment before deeper behavioral or metrics analysis
Do NOT use for:
- Diagnosing why users fail to take a specific action -- use `/ux-behavior-design` (Fogg B=MAP) instead. Heuristic evaluation identifies design-level issues but does not trace behavioral root causes.
- Measuring quantitative UX health metrics -- use `/ux-heart-metrics` (Google GSM) instead. Heuristic evaluation produces qualitative findings, not metric baselines.
- Accessibility-specific compliance auditing -- use `/ux-inclusive-design` (WCAG 2.2) instead. Heuristic evaluation covers general usability; dedicated accessibility evaluation requires WCAG success criteria.
- Testing hypotheses about design changes -- use `/ux-lean-ux` (Lean UX) instead. Heuristic evaluation assesses existing interfaces, not hypothesis-driven experiments.
- Security-focused interface review -- use `/eng-team` instead. Heuristic evaluation applies usability principles, not security threat models.
- General research without UX evaluation focus -- use `/problem-solving` instead.
> **Source:** Routing logic derived from parent SKILL.md [Lifecycle-Stage Routing] (lines 295-334) and `skills/user-experience/rules/ux-routing-rules.md` [Stage Routing Table], [Common Intent Resolution].
---
## Available Agents
| Agent | Role | Tier | Mode | Model | Output Location |
|-------|------|------|------|-------|-----------------|
| `ux-heuristic-evaluator`** | Nielsen heuristic evaluation specialist | T4 | Systematic | Haiku* | `projects/${JERRY_PROJECT}/engagements/{engagement-id}/ux-heuristic-evaluator-{topic-slug}.md` |
*Haiku for high-volume checklist evaluation; escalates to Sonnet when: (1) critical finding count >= 3 (severity 3 or 4), (2) Figma MCP benchmark fails pre-launch threshold, or (3) evaluation spans > 50 screens. Escalation is automatic within the orchestrator's routing logic per AD-M-009 model selection justification.
**STUB: The agent definition file (`skills/ux-heuristic-eval/agents/ux-heuristic-evaluator.md`) currently contains frontmatter, identity, purpose, and guardrails sections only. Full agent body implementation (`<input>`, `<capabilities>`, `<methodology>`, `<output>` sections) is pending Wave 1 completion of PROJ-022 EPIC-002. The SKILL.md specifies the methodology and output contract that the agent will implement.
**Tool tier:** T4 (External) = Read, Write, Edit, Glob, Grep + WebSearch, WebFetch + Context7 MCP. The T4 tier enables access to external UX standards documentation via Context7 and web search. Bash is intentionally excluded; T4 tier does not require shell access for MCP operations. See `agent-development-standards.md` [Tool Security Tiers] for full tier definitions.
The agent produces output at three levels per AD-M-004:
- **L0 (Executive Summary):** 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.