Testing Pyramid Reference

SkillCloud & infra

Test pyramid strategy, coverage targets, test patterns, and quality metrics reference. Agent-extending skill that amplifies manager-develop test-creation and quality-validation work with production-grade testing patterns. NOT for: production code implementation, architecture design, DevOps, security audits.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Testing Pyramid Reference skill

What this skill tells your AI

The instructions your AI receives, as published by modu-ai/moai-adk in .claude/skills/moai-ref-testing-pyramid/SKILL.md and read by ahel’s review.

Target Agents

  • manager-develop - Primary: applies patterns during test creation and coverage analysis
  • manager-develop - Secondary: applies during RED-GREEN-REFACTOR cycles

Test Pyramid Ratios

       /  E2E  \        10% — Critical user journeys only
      /----------\
     / Integration \    20% — API endpoints, DB queries, service boundaries
    /----------------\
   /    Unit Tests    \  70% — Functions, hooks, utilities, pure logic
  /--------------------\
LevelSpeedReliabilityMaintenanceCoverage Target
UnitFast (<100ms)HighLow70% of tests
IntegrationMedium (1-5s)MediumMedium20% of tests
E2ESlow (10-60s)LowerHigh10% of tests

Coverage Targets by Context

ContextTargetRationale
Critical business logic95%+Revenue/security impact
API endpoints90%+Contract compliance
Utility functions85%+Reuse reliability
UI components80%+Rendering correctness
Configuration/glue code60%+Low complexity
Generated code0%Don't test generated code

Test Pattern: AAA (Arrange-Act-Assert)

// Arrange: Set up test data and preconditions
input := CreateTestUser("test@example.com")

// Act: Execute the function under test
result, err := service.CreateUser(ctx, input)

// Assert: Verify the outcome
assert.NoError(t, err)
assert.Equal(t, "test@example.com", result.Email)

Unit Test Patterns

PatternWhenExample
Table-DrivenMultiple input/output combinationsGo: tests := []struct{...}
Mock/StubExternal dependencies (DB, API)Interface injection, mock frameworks
SnapshotComplex output comparisonJest snapshots, golden files
Property-BasedMathematical propertiesquickcheck, hypothesis
Boundary ValueEdge cases0, -1, MAX_INT, empty string, nil

Integration Test Patterns

PatternWhenExample
TestcontainersReal DB neededDocker-based PostgreSQL for tests
HTTP Test ServerAPI endpoint testinghttptest.NewServer (Go), supertest (Node)
In-Memory DBFast DB testsSQLite for development
Fixture LoadingConsistent test dataFactory functions, seed files

What to Test vs What NOT to Test

ALWAYS Test

  • Business logic and calculations
  • Input validation and error handling
  • Authentication and authorization flows
  • Data transformations and mappings
  • Edge cases and boundary conditions
  • Race conditions (with -race flag in Go)

NEVER Test

  • Framework internals (React rendering, Express routing)
  • Third-party library behavior
  • Simple getters/setters with no logic
  • Private methods directly (test via public API)
  • Generated code (protobuf, swagger)
  • CSS styling and layout (use visual regression tools instead)

Test Quality Metrics

MetricTargetTool
Line Coverage85%+go test -cover, istanbul, coverage.py
Branch Coverage75%+go test -covermode=count
Mutation Score70%+go-mutesting, Stryker
Test Execution Time<2 min (unit), <10 min (all)CI timer
Flaky Test Rate<1%CI history analysis

Test File Conventions

LanguageTest FileLocation
Go*_test.goSame package
TypeScript*.test.ts / *.spec.ts__tests__/ or co-located
Pythontest_*.pytests/ directory
Java*Test.javasrc/test/ mirror
Rust#[cfg(test)] mod testsSame file or tests/

TDD RED-GREEN-REFACTOR Quick Reference

RED:     Write a failing test that defines expected behavior
GREEN:   Write minimal code to make the test pass
REFACTOR: Clean up while keeping tests green

Rules:

  • Never write production code without a failing test
  • Write the smallest test that fails
  • Write the simplest code that passes
  • Refactor only when all tests are green
  • One assertion per test (when practical)

Common Rationalizations

RationalizationReality
"E2E tests cover everything, unit tests are redundant"E2E tests are slow and flaky. Unit tests provide fast, precise feedback. The pyramid exists because each level serves a different purpose.
"Integration tests are more realistic than unit tests"Realism comes at the cost of speed and isolation. A balanced pyramid gives both fast feedback and realistic validation.
"100% code coverage means the code is well tested"Coverage measures execution, not correctness. A test that executes code without meaningful assertions provides zero value.
"Mocking is bad, I prefer real dependencies"Real dependencies make tests slow and non-deterministic. Mock at boundaries, test business logic in isolation.
"This test is flaky, but it catches real bugs sometimes"Flaky tests erode trust in the entire suite. Fix the flakiness or quarantine the test with a tracking issue.

DAMP over DRY: Test code should be descriptive and self-contained. A reader should understand the test without reading shared fixtures or helper methods.

Red Flags

  • Test pyramid inverted: more E2E tests than unit tests
  • Unit tests depend on external services (databases, APIs, file systems)
  • Test assertions check implementation details instead of behavior
  • No integration tests between unit and E2E layers
  • Flaky test present without a quarantine label or tracking issue

Verification

  • Test distribution follows the pyramid: unit > integration > E2E (show test counts per category)
  • Unit tests run in under 30 seconds total
  • Integration tests mock external dependencies at the boundary
  • No flaky tests in the active suite (run 3x to verify stability)
  • Test names describe behavior, not implementation (review naming convention)
  • Coverage report shows meaningful assertions, not just line execution

Signals

GitHub stars
1k
Forks
223
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
moai-ref-testing-pyramid
Source
github.com/modu-ai/moai-adk