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Implements Google Cloud Pub/Sub integration in Python by configuring topics, subscriptions, publishing/subscribing, dead letter queues, and local emulator setup. Use when building event-driven archite...
Pytest fixture patterns for Textual TUI application testing. Creates reusable test setup code including app factories, Pilot wrappers, mock fixtures, and async patterns. Use when: setting up test infr...
Configures Gradle with Spring Boot projects including plugin setup, bootable JAR creation, layered JARs for Docker optimization, and multi-module Spring Boot configurations. Use when asked to "set up...
Set up uv (Rust-based Python package manager) in CI/CD pipelines. Use when configuring GitHub Actions workflows, GitLab CI/CD, Docker builds, or matrix testing across Python versions. Includes pattern...
Configures comprehensive logging, metrics, distributed tracing, and alerting for GKE applications. Use when setting up Cloud Logging, creating dashboards in Cloud Monitoring, instrumenting Spring Boot...
Adds text labels to OpenSCAD 3D models using BOSL2's face/anchor system and specialized labeling libraries. Use when you need to label model faces, add part numbers, create dimension annotations, or w...
Records browser workflows as annotated GIFs for documentation and tutorials. Use when creating visual documentation of browser interactions, recording step-by-step tutorials, or capturing workflows fo...
Creates Model Context Protocol (MCP) servers enabling LLMs to interact with external services through well-designed tools, resources, and prompts. Use when asked to "build an MCP server", "create MCP...
Diagnoses and fixes IPv6 DNS issues causing clients to connect to Cloudflare OAuth instead of using local network access. Use when services show OAuth login prompt on local WiFi, slow initial connecti...
Provides Home Assistant dashboard layout patterns using vertical-stack (top-to-bottom), horizontal-stack (side-by-side), grid (responsive multi-column), panel (full-screen), and nested layouts for com...
Manage project todos in todo.md files with task states (pending, in_progress, completed). PROACTIVELY invoke when Claude detects need to create or update a todo during a session. Use when breaking dow...
Captures quality metrics baseline (tests, coverage, type errors, linting, dead code) by running quality gates and storing results in memory for regression detection. Use at feature start, before refac...
Create async context managers for resource management using @asynccontextmanager decorator. Use when managing async resources, database sessions, file handles, connections, or any resource requiring a...
Configures HACS custom cards (ApexCharts, modern-circular-gauge, bubble-card, mini-graph-card, mushroom) for Home Assistant dashboards with validated configurations, color schemes, and error patterns....
Measure and track test coverage: coverage thresholds by layer, coverage reporting (HTML/terminal), identifying coverage gaps, branch coverage vs line coverage, coverage-driven testing. Includes layer-...
Tests custom Micrometer metrics in unit and integration tests using SimpleMeterRegistry. Use when writing tests for services that record metrics, validating metric values after operations, testing per...
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