SkillsLib.ai

Interaction Pattern Validation & Refinement

Validate interaction patterns against accessibility, cognitive load & user mental models

4.4(25 reviews)
100+ downloads
Updated Nov 2026
Verified SafeSecurity VerifiedThis skill was analyzed by our AI security scanner for harmful content including data exfiltration, system manipulation, credential theft, and prompt injection. No threats were detected.

What You Can Do

You can stress-test interaction patterns across multiple validation criteria simultaneously—accessibility compliance, cognitive load, user mental models, and usability principles. This skill identifies friction points in form workflows, modal sequences, navigation hierarchies, and state transitions, then generates specific, evidence-based refinements. You'll catch design issues before they reach development, reducing rework and support burden post-launch.

Features

WCAG 2.1 AA compliance checking

Validates keyboard navigation, focus management, semantic structure, color contrast, and assistive technology compatibility

Cognitive load assessment

Evaluates decision complexity, working memory demands, information scent, and progressive disclosure patterns

Mental model alignment

Compares interaction sequences against user research, conceptual models, and domain conventions

Friction point identification

Flags error recovery gaps, unclear state indicators, confirmation workflows, and recovery paths

Multi-criteria scoring

Generates comparative analysis across accessibility, usability, learnability, and efficiency dimensions

Interaction flow mapping

Documents state transitions, edge cases, and user pathways to visualize interaction sequences

Refinement generation

Produces specific, actionable design recommendations with rationale tied to accessibility standards or cognitive science

Design system validation

Evaluates interaction pattern libraries against compliance and consistency criteria

Example Output

Input: Multi-step checkout form with address auto-complete, optional fields, and real-time validation

Output:

Validation Results

  • ✅ Accessibility (WCAG 2.1 AA): 78/100

  • PASS: Semantic form markup, error messages linked to fields

  • WARN: Real-time validation triggers may interrupt screen reader users before form submission

  • FAIL: Auto-complete dropdown not keyboard accessible; Enter key submits form instead of populating field

  • 🧠 Cognitive Load: 82/100

  • PASS: Progressive disclosure (optional fields hidden)

  • WARN: Three validation states (error, warning, success) create decision fatigue

  • ACTION: Consolidate to pass/fail only; move warnings to post-submission review

  • 👤 User Mental Models: 71/100

  • ISSUE: Auto-complete confidence score not visible; users unsure if address is correct

  • FIX: Add visual confirmation badge + "Edit address" fallback

Recommended Refinements

  1. Defer real-time validation to blur event (not keystroke)
  2. Make auto-complete keyboard-navigable with Escape to dismiss
  3. Show single validation state per field; batch secondary warnings

What's Included

  • SKILL.md: Complete instruction framework for interaction validation workflows
  • WCAG 2.1 AA Compliance Checklist: Keyboard, focus, semantic, sensory, motion criteria
  • Cognitive Load Assessment Template: Decision complexity, working memory, scent, disclosure patterns
  • Interaction Flow Mapping Canvas: State diagram template with edge cases and recovery paths
  • Design Handoff Checklist: Pre-development validation sign-off for interaction patterns

Who It's For

  • UX/Interaction Designers — Validate workflows before design specifications reach development
  • Product Managers — Audit interaction patterns for usability and compliance risk before launch
  • Accessibility Specialists — Stress-test patterns against WCAG 2.1 AA standards across user types
  • Design Systems Managers — Evaluate pattern library components for consistency and accessibility
  • Design QA/Testers — Identify interaction gaps during design review phases

Best For

  • Multi-step workflows (forms, checkout, onboarding, setup wizards)
  • State management patterns (modal stacking, undo/redo, real-time collaboration)
  • Navigation hierarchies and information architecture validation
  • Error recovery and edge case design review
  • Accessibility compliance audits in regulated industries
  • Design system pattern library evaluation
  • Interaction refinement before developer handoff

You might also like

FTZ Compliance Audit & Documentation Assistant
$30
FTZ4.5(4)
FTZ Compliance Audit & Documentation Assistant

This skill helps you navigate Foreign Trade Zone regulations by automating compliance audits, generating required documentation, and verifying import-export procedures. You'll receive detailed compliance checklists, tariff classification guidance, and ready-to-use documentation templates that meet CBP requirements, reducing errors and audit risk.

Ux Pilot
$35
Ux Pilot

UX Pilot transforms your design workflow into a collaborative conversation. It guides you through a discovery phase to understand your product, users, and goals, then generates a UX brief. You can audit existing codebases for UX issues with severity scoring, preview your designs in a live browser with hot reload iteration, and export complete UX specifications ready for development teams. Each phase builds on the previous, creating a cohesive design-to-handoff workflow.

Inbound Shipment Auditor
$30
Receiving3.5(4)
Inbound Shipment Auditor

Analyze inbound shipping documentation to verify receipt accuracy against purchase orders, bills of lading, and carrier documentation. Identify and categorize discrepancies like missing items, quantity variances, and damage claims. Generate exception reports and provide resolution guidance to streamline your receiving operations.

FTZ Compliance & Duty Analysis
$40
FTZ4.0(6)
FTZ Compliance & Duty Analysis

This skill helps you navigate complex Free Trade Zone regulations and tariff rules with confidence. You can verify product classifications, calculate accurate duties and landed costs, assess regulatory compliance, and prepare audit-ready documentation. Get instant guidance on trade agreements, import/export scenarios, and compliance risks without manual research.

Sanctions & Trade Compliance Screening Toolkit
$20
Sanctions3.7(3)
Sanctions & Trade Compliance Screening Toolkit

This skill automates compliance screening for freight shipments and trade transactions by checking party details and destinations against international sanctions databases, assessing regulatory risk across export controls and tariff classifications, and generating audit documentation with specific regulatory citations. You provide shipment data, and Claude identifies compliance violations, flags restricted parties and destinations, classifies export control risks, and produces defensible audit trails for regulatory review.

Inbound Freight Receiving Operations Coordinator
$25
Receiving3.5(6)
Inbound Freight Receiving Operations Coordinator

You can streamline your entire inbound freight receiving process by leveraging templates, checklists, and protocols for verifying shipment documentation, identifying and escalating exceptions, and processing freight damage claims. This skill helps you coordinate with carriers and vendors, maintain detailed receiving records, and analyze freight costs to ensure accuracy and compliance.

Logistics Documentation Manager
$35
Logistics Documentation Manager

You can create production-ready shipping documents including bills of lading, cargo manifests, and customs declarations. Claude validates all documents against international shipping regulations (IATA, IMO, Incoterms) and generates accurate HS code classifications to ensure compliance before submission to carriers and customs authorities.

LTL Load Consolidation & Rate Analysis
$35
LTL3.0(5)
LTL Load Consolidation & Rate Analysis

Upload multiple partial LTL shipments and receive data-driven consolidation recommendations with precise margin calculations. This skill analyzes your shipment characteristics against current market rates to identify cost-saving opportunities and prioritizes consolidation scenarios by profitability impact. Get actionable rate recommendations that balance cost reduction with service commitments.

$35.00