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ai-test-generation - Generate traceable tests from requirements

Generates test scenarios, assertions, and test code from specifications, user stories, code diffs, bug reports, or API schemas through a staged pipeline.

Tags

Updated: 2026-10-05

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Extract requirements and entities
  • Analyze risks and invariants
  • Map coverage scenarios
  • Generate candidate test scenarios
  • Design assertions and oracles
  • Generate test code
  • Support human review

Inputs

  • PRD or feature specification
  • User story and acceptance criteria
  • Git code diff
  • Bug report
  • OpenAPI or GraphQL schema
  • QA project context
  • Target test framework
  • Project test patterns
  • Review workflow
  • Domain knowledge

Outputs

  • Assumptions document
  • Risk analysis
  • Coverage matrix
  • Candidate test scenarios
  • Oracle definitions
  • Test code
  • Traceability to source requirements

Requirements

  • AI-capable language model
  • Access to the project codebase
  • Configured target test framework
  • Human review before shipping

Source

  • Spec: SKILL.md

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test generation
AI QA
test automation
coverage analysis
requirements-based testing
Playwright
API testing
Extract requirements and entities
Analyze risks and invariants
Map coverage scenarios
Generate candidate test scenarios
PRD or feature specification
User story and acceptance criteria
Git code diff
Assumptions document
Risk analysis
Coverage matrix