Skill Testing Framework

Comprehensive testing solution for validating skill functionality with automated test generation, multi-level testing, and regression detection.

Skill Testing Framework

A comprehensive testing solution designed to validate skill functionality across multiple testing levels, enabling developers to create, execute, and manage test suites that ensure skills operate correctly through updates.

This framework is perfect for skill developers who want to maintain quality, catch regressions, and ensure their skills work correctly across different scenarios and edge cases.

Core Purpose

The Skill Testing Framework helps you:

  • Validate functionality across unit, integration, and regression tests
  • Automate testing with template generation and test runners
  • Catch breaking changes before they reach production
  • Maintain quality through continuous validation

Three Testing Levels

1. Unit Tests

Test individual skill components in isolation:

  • Single function validation
  • Component-level testing
  • Basic functionality verification
  • Quick feedback on changes

2. Integration Tests

Validate complete workflows:

  • End-to-end skill execution
  • Multi-component interaction
  • Real-world scenario testing
  • Workflow sequence validation

3. Regression Tests

Catch breaking changes:

  • Baseline comparison
  • Historical output validation
  • Version compatibility checks
  • Change impact detection

Key Testing Features

Automated Test Generation

Create test templates based on skill structure:

  • Analyze skill capabilities
  • Generate appropriate test cases
  • Scaffold test files automatically
  • Customize generated templates

Input/Output Validation

Multiple matching strategies for flexible testing:

  • Exact Matching - For deterministic outputs
  • Content Containment - Check for required elements
  • Regex Pattern Matching - Validate format and structure
  • Structural Validation - Document-based result verification

Baseline Management

Track expected outputs over time:

  • Create baseline outputs
  • Compare against baselines
  • Update baselines intentionally
  • Version baseline changes

Comprehensive Reporting

Detailed test results and summaries:

  • Pass/fail status for each test
  • Verbose debugging output
  • Diff views for failures
  • Summary statistics

Test Organization Structure

Directory Layout:

/tests/
  ├── definitions/     # Test case definitions
  ├── inputs/          # Input fixtures
  ├── baselines/       # Expected output baselines
  └── outputs/         # Actual test outputs

This structure maintains clear separation and improves maintainability.

Validation Methods

The framework offers four validation approaches:

Exact Matching

For deterministic outputs:

  • Character-by-character comparison
  • No tolerance for differences
  • Best for predictable results
  • Fastest validation method

Content Containment

Check for required elements:

  • Verify key phrases present
  • Ensure critical data included
  • Flexible ordering
  • Partial match acceptance

Regex Pattern Matching

Validate format and structure:

  • Pattern-based validation
  • Format verification
  • Flexible content matching
  • Structure enforcement

Structural Validation

Document-based result verification:

  • JSON structure validation
  • XML schema checking
  • Object property verification
  • Type checking

Available Tools

The framework provides three main tools:

Test Template Generator

Rapid test creation:

  • Analyzes skill structure
  • Generates test definitions
  • Creates input fixtures
  • Scaffolds test files

Usage: Run generator on skill files to create initial test suite

Test Runner

Execute test suites:

  • Runs all or specific tests
  • Provides verbose debugging
  • Captures outputs
  • Reports results

Usage: Execute tests with detailed logging for troubleshooting

Results Validator

Compare and validate outputs:

  • Baseline comparison
  • Create new baselines
  • Diff generation
  • Pass/fail determination

Usage: Validate test outputs against expected results

Best Practices

Baseline Management:

DO:

  • Review changes before updating baselines
  • Document why baselines changed
  • Keep baselines version-controlled
  • Create baselines intentionally

DON'T:

  • Blindly update baselines when tests fail
  • Ignore baseline differences
  • Commit broken baselines
  • Skip baseline review

Testing Workflow

Recommended Approach

1. Start with Basic Functionality

  • Test core capabilities first
  • Validate happy path scenarios
  • Ensure fundamental operations work

2. Add Edge Cases

  • Test boundary conditions
  • Handle invalid inputs
  • Check error scenarios
  • Validate edge behavior

3. Incorporate Integration Tests

  • Test complete workflows
  • Validate multi-step processes
  • Check component interactions

4. Maintain Regression Tests

  • Lock in expected behavior
  • Catch breaking changes
  • Verify compatibility
  • Track historical performance

Test Independence

Important Principle:

Each test should be independent and self-contained:

  • No shared state between tests
  • Isolated test execution
  • Reproducible results
  • Clear setup and teardown

Documentation Practices

Well-documented tests are critical:

  • Describe what each test validates
  • Explain expected behavior
  • Document edge cases covered
  • Note any assumptions

Script and Workflow Support

The framework handles different skill types:

Script-Based Skills

Test executable scripts:

  • Validate script outputs
  • Check exit codes
  • Test error handling
  • Verify side effects

Workflow-Based Skills

Test multi-step processes:

  • Validate workflow stages
  • Check state transitions
  • Test data flow
  • Verify final outputs

Repository Resources

The repository includes test template generators, test runners, validation tools, baseline management utilities, and comprehensive testing guides for skill quality assurance.

Visit the Skill Testing Framework repository for complete testing tools and documentation.

About This Skill

This skill was created by Nate Jones as part of his comprehensive Nate's Substack Skills collection. Learn more about Nate's work at Nate's Newsletter.

Explore the full collection to discover all 10+ skills designed to enhance your Claude workflows!


Comprehensive testing solution for validating skill functionality with automated test generation, multi-level testing, and regression detection.