agent-observability
strategies for agent observability (logging, tracing, metrics). Use this to instrument agents for debugging, performance tracking, and quality assurance.
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strategies for agent observability (logging, tracing, metrics). Use this to instrument agents for debugging, performance tracking, and quality assurance.
Create and configure Home Assistant graphs and visualizations including history-graph, statistics-graph, mini-graph-card (HACS), and apexcharts-card (HACS) with time ranges, multiple sensors, aggregations, and...
Set up Micrometer metrics in a Spring Boot service from scratch, including dependencies, Actuator configuration, and registry customization. Use when starting a new microservice, configuring metrics export back...
Implement type-safe Kafka producers for event streaming with msgspec serialization. Use when building async/await producers that publish domain events (orders, transactions, etc.) with schema validation, error...
Prevent OutOfMemoryError from unbounded metric tags by implementing cardinality limits. Use when adding tags to Micrometer metrics, normalizing URIs or IDs to bounded categories, monitoring metric explosion, or...
JSON-based structured logging for audit trails and debugging. Use for logging all agent operations, quality metrics, errors, and execution times with daily rotation and automatic cleanup.
Detect and alert on emerging anomalies and risk flags from pilot metrics and data streams. Use when monitoring live data, threshold breaches, or statistical outliers to trigger governance reviews and corrective...
Implement OpenTelemetry (OTEL) logging with trace context correlation and structured logging. Use when setting up production logging with OTEL exporters, structlog/loguru integration, trace context propagation,...
Logs development sessions in real-time to track decisions and issues.
Execute a complete TDD cycle (RED → GREEN → REFACTOR) for one test. Orchestrates the full workflow from writing a failing test through implementation and refactoring to commit.
Write and run tests for React Native apps using Jest and React Native Testing Library. Use when creating tests, debugging failures, or setting up test infrastructure.
Follow TDD cycle (RED-GREEN-REFACTOR) writing failing tests first, covering edge cases and error states, using explicit fixtures, and maintaining fast test suites with coverage gates. Use this skill when writin...
Use Mockoon CLI to create API proxies with full request/response logging, mock API servers for testing, and record real API interactions for debugging. Use when testing APIs, creating compatibility layers, debu...
TDD for process documentation - test with subagents before writing, iterate until bulletproof
Playwright 기반 TDD 개발을 지원합니다. 테스트 작성, 실행, 디버깅을 자동화하고 테스트가 통과할 때까지 반복 개발합니다. 사용자가 "TDD로 개발", "Playwright 테스트 작성", "테스트 통과시켜"와 같은 요청을 할 때 사용...
Execute the RED phase of TDD by writing a failing test for the next unmarked item in PLAN.md. Writes tests with Korean descriptions and confirms test failure.
Main TDD workflow command. Finds next test in PLAN.md and executes complete TDD cycle automatically. This is the primary command for TDD development as specified in CLAUDE.md.
生成したプラグイン全体の整合性・完全性を検証する。プラグイン検証時、品質チェック時、またはユーザーがプラグイン検証、整合性確認、完全性チェック、品質保証、バリデーションに言及した際に使用する。
Executes end-to-end tests for OADP projects with proper environment setup, test selection, and result analysis.
Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development for FastAPI applications. Use when writing Python tests, setting up test suites, or implementing testing be...
Automate test writing for AgentOS project with proper conventions. Applies layer-specific test patterns (Unit/E2E/Electron-E2E) based on code location and generates consistent test code following Given-When-The...
Testing expectations for AIRBot reviewers
Generate comprehensive Pest test suites for Laravel projects including tests for controllers, services, Livewire components, commands, jobs, and models with proper describe blocks for organization, mocking setu...
Execute the GREEN phase of TDD by implementing the minimum code needed to make the failing test pass. Follows the principle of simplest solution that could possibly work.
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.