BEFORE writing/changing tests, mocks, or test-only methods on production classes — mocking-the-mock, production pollution, overfit assertions; for order, `test-driven-development` wins.
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BEFORE writing/changing tests, mocks, or test-only methods on production classes — mocking-the-mock, production pollution, overfit assertions; for order, `test-driven-development` wins.
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Use when implementing any feature or bugfix, before writing implementation code
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Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants integration tests.
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Use when implementing any feature or bugfix, before writing implementation code
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Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants integration tests.
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Drives development with tests. Use when implementing any logic, fixing any bug, or changing any behavior. Use when you need to prove that code works, when a bug report arrives, or when you're about to modify existing functionality.
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Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Building evaluator-optimizer pipelines for quality-critical generation - Creating test-driven code refinement workflows - Designing rubric-based or LLM-as-judge evaluation systems - Adding iterative improvement to agent outputs (code, reports, analysis) - Measuring and improving agent response quality
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TDD methodology for production-quality tests. Write tests FIRST driven by PRD, Tech Spec, Implementation Plan. Covers minimal mocking, realistic test data, strong assertions, test independence.
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Use before feature, bugfix, or refactor implementation when behavior can be tested; enforces Red-Green-Refactor discipline.
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Test-driven development with red-green-refactor and behavior-focused tests. Use when the user explicitly wants test-first work, a regression test before a fix, or integration tests that drive a feature through a public interface.
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Implement one scoped slice using TDD red-green-refactor. Use when ready to write code for a defined slice of work, or when the user wants test-driven development.
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TDD: enforce RED-GREEN-REFACTOR, tests before code.
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Teststrategie-Berater für Softwareprojekte — wählt die richtigen Teststufen (Unit/Integration/System/Abnahme), Testarten (funktional, nicht-funktional, änderungsbezogen) und Testentwurfsverfahren (Äquivalenzklassen, Grenzwerte, Entscheidungstabellen, explorativ) für die jeweilige Situation und SDLC-/CI-Phase, inkl. Testpyramide, CI/CD-Gates, Shift-Left und Best Practices. Nutze diesen Skill IMMER, wenn Tests geschrieben, geplant, priorisiert oder bewertet werden sollen — bei "schreibe Tests", "Teststrategie", "Testplan", "Testkonzept", "was/wie soll ich testen", "welche Tests fehlen", "Testabdeckung verbessern", "QA aufsetzen", Fragen zu Regression/Smoke/Sanity/Last/Stress/Security-Tests oder beim Einrichten einer Test-Pipeline — auch wenn "Test" nur beiläufig fällt. Abgrenzung — für die TDD-Schleife selbst superpowers:test-driven-development, für Bug-Diagnose bugfix-protocol, für systematische Bug-Suche bugsweep nutzen.
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Use when implementing features or fixing bugs with strict Test-Driven Development (TDD). Activate for coding tasks that require new functionality, refactoring, or comprehensive test coverage, especially when the user mentions TDD or Test Driven Development.
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Use test-driven development for behavior-changing feature or fix work, and whenever the user mentions TDD, test-first, red-green-refactor, tracer bullets, integration tests, or public-interface behavior tests. Skip for docs-only, path-only rename, formatting-only, or purely mechanical chores unless explicitly requested.
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Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants integration tests.
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Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants integration tests.
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Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites, or implementing testing best practices.
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Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities.
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Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests, and end-to-end testing with mocking, fixtures, and test-driven development. Use when writing JavaScript/TypeScript tests, setting up test infrastructure, or implementing TDD/BDD workflows.
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Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities.
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Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.
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Design and implement comprehensive testing strategies. Use when setting up tests, choosing test types, implementing TDD, or improving code quality. Covers unit tests, integration tests, E2E tests, test-driven development, and testing best practices.
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Write the test first, watch it fail, write minimal code to pass
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