Monocular depth estimation using Metric Depth Anything v2 or Relative Depth Anything architectures. Predicts
SegFormer for semantic segmentation. Lightweight transformer-based architecture with hierarchical feature
Access websites, search the web, and extract clean content using the `tap` CLI. Supports structured site scripts, readable page extraction, and browser automation for tabs,…
k8s/ Kustomize base — sentinel-target namespace; Deployment/Service/ConfigMap/NetworkPolicy; Postgres + Redis tek-replica.
Use to decide where to spend a finite testing budget — prioritize by risk (likelihood × impact), hammering data loss, auth, the core flow, and money first, and right-size the…
Tarsier is a Python library by Reworkd that provides vision utilities for AI web interaction agents. It visually tags interactable elements on web pages with bracketed IDs,…
Exhaustive completion discipline for long, complex, or multi-item tasks (1:1 ports, migrations, sweeping refactors, batch changes) - mechanical inventory of every work unit, a…
Use when starting implementation of a task - loads architecture files, referenced patterns, relevant guides, and task file into context
Generates structured handoff reports after completing development tasks. Scans changes across 8 dimensions (navigation, documentation, rules, workflows, testing, risks, code…
Implements exactly one planned task from .ai/tasks/ using test-first development, then pauses for human review. Invoke with /task-implementor.
Task scheduling and cron patterns — node-cron, BullMQ, Celery, systemd timers. Recurring jobs, distributed scheduling
Install Taskfile (task) and scaffold or audit Taskfile.yml configurations with ecosystem-aware templates.
Use for QUICK PR reviews with structured checklists (architecture, patterns, security, performance). Provides step-by-step review process, git diff commands, and review report…
Senior UI/UX Engineer. Architect digital interfaces overriding default LLM biases. Enforces metric-based rules, strict component architecture, CSS hardware acceleration — from…
Debug, test, or stabilize Tauri 2 apps, including Rust compile/runtime errors, frontend API mocks, permissions failures, dev/build mismatches, WebDriver, CI checks, logs,…
Tauri development guidelines for building cross-platform desktop applications with TypeScript, Rust, and modern web technologies
Use when adding iOS (Swift) or Android (Kotlin) native code to a Tauri v2 plugin — `tauri plugin android add` / `ios add` scaffolds, the `@TauriPlugin` Kotlin class with…
Architectural patterns, security IPC, performance optimization, native integration, and production best practices for building cross-platform desktop applications using Tauri (v2)…
Steuern und Verrechnungspreise im China-Geschäft: Körperschaftsteuer VR China (Enterprise Income Tax 25 Prozent), Quellensteuer Dividenden/Zinsen/Lizenzen (10 Prozent),…
Produces litigation-ready financial memoranda from multi-year tax returns, covering income trends, filing status changes, deduction patterns, red flags, and trustee…
Activate when: returns are piling up before a deadline; reviewer/preparer is the bottleneck; 'we can't get through them all,' 'clients waiting on missing docs,' planning staffing…
Internationales Handelsrecht: Steuerrecht im internationalen Handel. Umsatzsteuer bei grenzüberschreitenden Lieferungen (§ 4 Nr.
Patterns backend FastAPI architecture 3-tiers, complète DEV_AGENT avec best practices backend
Tazid Admin Assistant — codebase maintenance, monitoring, deployment, and analytics for the Tazid talent marketplace platform
Load when working in or with the TD Builder Alpha project — building, editing, or debugging TouchDesigner networks via the td-builder MCP.
Create and run tests for The Dreamer's Cave. Use for pytest (backend), vitest (frontend), fixtures, mocking, and coverage.
引导测试驱动开发（TDD）流程：红-绿-重构。 使用时机：TDD 开发、撰写测试先行的代码、学习 TDD。 关键字：TDD, test-driven, red-green-refactor, 测试驱动, 红绿重构。
Test-Driven Development and Behavior-Driven Development as design tools, not just verification. Use when shipping changes that "worked locally" but break in CI, when refactors are…
Fix bugs using red-green-refactor — reproduce the bug as a failing test first, then fix it. Use when fixing bugs to ensure they never regress.
CI-driven TDD workflow - commit, local checks, push, wait for CI, iterate on failures
Guide la pratique du Test-Driven Development pas à pas. Se déclenche avec "TDD", "test driven", "red green refactor", "écrire le test d'abord", "BDD", "behaviour driven" — from…
Use during implementation to enforce TDD - reminds test-first, validates the Red-Green-Refactor cycle, integrates with superpowers:test-driven-development.
Usar siempre antes de implementar código. Ciclo rojo-verde-refactor estricto. Activar cuando el usuario quiera hacer test first, escribir test antes de implementar, seguir el…
Red-green-refactor TDD-cycle for game development. Use when coding game features for Breakout.
Role-aware TDD. NO production code without a failing test first. Tests live alongside the role's typed artifact.
Strict TDD for Domain and Application layers in Clean Architecture TypeScript. Red-Green-Refactor with Vitest. Mocks ports, never hits a database.
Configure TDD enforcement via pre-commit hooks and CI coverage gates. Use when setting up test-first development workflow, adding coverage gates, or enforcing TDD practices.
Red-Green-Refactor TDD methodology with mandatory failing tests, minimal implementation, quality refactoring, and 80% coverage gating.
Erzwingt Test-zuerst-Disziplin und Edge-Case-Abdeckung. Trigger: TDD/Test-Strategie.
Use when implementing new features. Enforces TDD workflow - write tests FIRST, then implementation. Ensures AAA pattern, proper coverage, and quality test design.
Use when you need to prove test results with a signed receipt from yana-rt evidence run — not just text.
TDD-driven evidence workflow for generating authoritative failure/fix proof in PRs.
Runs red/green/refactor loops against acceptance criteria and TEST_STRATEGY. Use when practicing TDD or when tests should lead implementation. Emits TDD_SESSION.
Use when the user has a test-case-tree output and wants runnable Go tests plus stub implementation following Test-Driven Development.
Guide Test-Driven Development workflow for FastLED. Use when implementing new features or fixing bugs with a test-first approach.
Red-green-refactor scaffold for building new features with TDD. Write failing tests first, then implement to pass. Use when building new features test-first.
Use when the user asks to reproduce a bug with a failing test then fix it in a test-driven loop, "TDD fix", "write a red test then make it green", or wants an autonomous red-green…
TDD Green Phase expert. Activate when: - Test is written and failing, need to make it pass - User mentions "make test pass", "green phase", "minimal implementation" - Writing…
Comprehensive Test Driven Development guide for engineering subagents with multi-framework support, coverage analysis, and intelligent test generation — from isihigameKoudai/utils
Add TDD pipeline configuration template to this project's CLAUDE.md. Run this to set up the pipeline for a new project.
以 Kent Beck 的 Test-Driven Development (TDD) 與 Tidy First 方法論驅動軟體開發。 適用情境：用戶提到「TDD」、「測試驅動開發」、「Red Green Refactor」、「先寫測試」、 「test first」、「Kent Beck」、「Tidy First」時必須啟動此 Skill。…
Trigger: TDD, test-driven development, write tests first, red green refactor, test list, unit test strategy, what tests should I write, improve test coverage, test this function,…
Use when 用户要实现新功能、修复 bug，或明确要求使用 TDD 方式开发、先写测试时。触发场景：tdd、测试驱动、测试驱动开发、先写测试、红绿重构、单元测试、test driven、TDD开发、用TDD写、测试先行、我要开始开发新功能。
Use when implementing features or fixing bugs with strict Test-Driven Development (TDD). Activate for coding tasks that require new functionality, refactoring, or comprehensive…
Orchestrator-only workflow for migrating/rewriting codebases with full TDD and agent delegation
Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices.
Use when the user wants to write code using test-driven development — writing the failing test BEFORE any production code.
Complete Test-Driven Development workflow combining Sherpa guidance, Julie code intelligence, and Goldfish progress tracking.
TDD protocol for sub-agent implementation tasks — write failing tests first, run quality gates, commit format, attribution rules
[DEPRECATED] Write failing tests that define expected behavior. Use when saying \"TDD red\", \"write failing tests\", or \"test first\".