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Test Design Techniques

  • 3 installs
  • 43 repo stars
  • Updated June 17, 2026
  • proffesor-for-testing/sentinel-api-testing

test-design-techniques is a Claude Code skill for testing & qa.

About

test-design-techniques is a Claude Code skill for testing & qa. It helps you ship faster with AI-assisted development.

  • test-design-techniques
  • Testing & QA
  • AI-coding skill

Test Design Techniques by the numbers

  • 3 all-time installs (skills.sh)
  • Ranked #1,648 of 2,153 Testing & QA skills by installs in the Skillselion catalog
  • Data as of Aug 1, 2026 (Skillselion catalog sync)
npx skills add https://github.com/proffesor-for-testing/sentinel-api-testing --skill test-design-techniques

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Listed on Skillselion
Installs3
repo stars43
Last updatedJune 17, 2026
Repositoryproffesor-for-testing/sentinel-api-testing

How do I helps with testing & qa tasks.?

Helps with testing & qa tasks.

Who is it for?

Best when you're working on testing & qa and need structured help with test design techniques.

Skip if: Teams with no testing & qa needs, or anyone wanting a generic chat assistant without this specific workflow.

When should I use this skill?

When you need to helps with testing & qa tasks., or when test-design-techniques is a claude code skill for testing & qa.

What you get

Structured output aligned to test-design-techniques: test-design-techniques, Testing & QA.

Files

SKILL.mdMarkdownGitHub ↗

Test Design Techniques

<default_to_action> When designing test cases systematically: 1. APPLY Boundary Value Analysis (test at min, max, edges) 2. USE Equivalence Partitioning (one test per partition) 3. CREATE Decision Tables (for complex business rules) 4. MODEL State Transitions (for stateful behavior) 5. REDUCE with Pairwise Testing (for combinations)

Quick Design Selection:

  • Numeric ranges → BVA + EP
  • Multiple conditions → Decision Tables
  • Workflows → State Transition
  • Many parameters → Pairwise Testing

Critical Success Factors:

  • Systematic design finds more bugs with fewer tests
  • Random testing is inefficient
  • 40+ years of research backs these techniques

</default_to_action>

Quick Reference Card

When to Use

  • Designing new test suites
  • Optimizing existing tests
  • Complex business rules
  • Reducing test redundancy

Technique Selection Guide

ScenarioTechnique
Numeric input rangesBVA + EP
Multiple conditionsDecision Tables
Stateful workflowsState Transition
Many parameter combinationsPairwise
All combinations criticalFull Factorial

---

Boundary Value Analysis (BVA)

Principle: Bugs cluster at boundaries.

Test at boundaries:

  • Minimum valid value
  • Just below minimum (invalid)
  • Just above minimum (valid)
  • Maximum valid value
  • Just above maximum (invalid)
// Age field: 18-120 valid
const boundaryTests = [
  { input: 17, expected: 'invalid' },  // Below min
  { input: 18, expected: 'valid' },    // Min boundary
  { input: 19, expected: 'valid' },    // Above min
  { input: 119, expected: 'valid' },   // Below max
  { input: 120, expected: 'valid' },   // Max boundary
  { input: 121, expected: 'invalid' }  // Above max
];

---

Equivalence Partitioning (EP)

Principle: One test per equivalent class.

// Discount rules:
// 1-10:  No discount
// 11-100: 10% discount
// 101+:   20% discount

const partitionTests = [
  { quantity: -1, expected: 'invalid' },  // Invalid partition
  { quantity: 5, expected: 0 },           // Partition 1: 1-10
  { quantity: 50, expected: 0.10 },       // Partition 2: 11-100
  { quantity: 200, expected: 0.20 }       // Partition 3: 101+
];

// 4 tests cover all behavior (vs 200+ if testing every value)

---

Decision Tables

Use for: Complex business rules with multiple conditions.

Loan Approval Rules:
┌──────────────┬───────┬───────┬───────┬───────┬───────┐
│ Conditions   │ R1    │ R2    │ R3    │ R4    │ R5    │
├──────────────┼───────┼───────┼───────┼───────┼───────┤
│ Age ≥ 18     │ Yes   │ Yes   │ Yes   │ No    │ Yes   │
│ Credit ≥ 700 │ Yes   │ Yes   │ No    │ Yes   │ No    │
│ Income ≥ 50k │ Yes   │ No    │ Yes   │ Yes   │ Yes   │
├──────────────┼───────┼───────┼───────┼───────┼───────┤
│ Result       │Approve│Approve│Reject │Reject │Reject │
└──────────────┴───────┴───────┴───────┴───────┴───────┘

// 5 tests cover all decision combinations

---

State Transition Testing

Model state changes:

States: Logged Out → Logged In → Premium → Suspended

Valid Transitions:
- Login: Logged Out → Logged In
- Upgrade: Logged In → Premium
- Payment Fail: Premium → Suspended
- Logout: Any → Logged Out

Invalid Transitions to Test:
- Logged Out → Premium (should reject)
- Suspended → Premium (should reject)
test('cannot upgrade without login', async () => {
  const result = await user.upgrade(); // While logged out
  expect(result.error).toBe('Login required');
});

---

Pairwise (Combinatorial) Testing

Problem: All combinations explode exponentially.

// Parameters:
// Browser: Chrome, Firefox, Safari (3)
// OS: Windows, Mac, Linux (3)
// Screen: Desktop, Tablet, Mobile (3)

// All combinations: 3 × 3 × 3 = 27 tests
// Pairwise: 9 tests cover all pairs

const pairwiseTests = [
  { browser: 'Chrome', os: 'Windows', screen: 'Desktop' },
  { browser: 'Chrome', os: 'Mac', screen: 'Tablet' },
  { browser: 'Chrome', os: 'Linux', screen: 'Mobile' },
  { browser: 'Firefox', os: 'Windows', screen: 'Tablet' },
  { browser: 'Firefox', os: 'Mac', screen: 'Mobile' },
  { browser: 'Firefox', os: 'Linux', screen: 'Desktop' },
  { browser: 'Safari', os: 'Windows', screen: 'Mobile' },
  { browser: 'Safari', os: 'Mac', screen: 'Desktop' },
  { browser: 'Safari', os: 'Linux', screen: 'Tablet' }
];
// Each pair appears at least once

---

Agent-Driven Test Design

// Auto-generate BVA tests
await Task("Generate BVA Tests", {
  field: 'age',
  dataType: 'integer',
  constraints: { min: 18, max: 120 }
}, "qe-test-generator");
// Returns: 6 boundary test cases

// Auto-generate pairwise tests
await Task("Generate Pairwise Tests", {
  parameters: {
    browser: ['Chrome', 'Firefox', 'Safari'],
    os: ['Windows', 'Mac', 'Linux'],
    screen: ['Desktop', 'Tablet', 'Mobile']
  }
}, "qe-test-generator");
// Returns: 9-12 tests (vs 27 full combination)

---

Agent Coordination Hints

Memory Namespace

aqe/test-design/
├── bva-analysis/*       - Boundary value tests
├── partitions/*         - Equivalence partitions
├── decision-tables/*    - Decision table tests
└── pairwise/*           - Combinatorial reduction

Fleet Coordination

const designFleet = await FleetManager.coordinate({
  strategy: 'systematic-test-design',
  agents: [
    'qe-test-generator',    // Apply design techniques
    'qe-coverage-analyzer', // Analyze coverage
    'qe-quality-analyzer'   // Assess test quality
  ],
  topology: 'sequential'
});

---

Related Skills

  • agentic-quality-engineering - Agent-driven testing
  • risk-based-testing - Prioritize by risk
  • mutation-testing - Validate test effectiveness

---

Remember

Systematic design > Random testing. 40+ years of research shows these techniques find more bugs with fewer tests than ad-hoc approaches.

Combine techniques for comprehensive coverage. BVA for boundaries, EP for partitions, decision tables for rules, pairwise for combinations.

With Agents: qe-test-generator applies these techniques automatically, generating optimal test suites with maximum coverage and minimum redundancy. Agents identify boundaries, partitions, and combinations from code analysis.

Related skills

FAQ

What does test-design-techniques do?

test-design-techniques is a Claude Code skill for testing & qa.

When should I use test-design-techniques?

When you need to helps with testing & qa tasks., or when test-design-techniques is a claude code skill for testing & qa.

What are the main capabilities?

test-design-techniques; Testing & QA; AI-coding skill.

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