Prepares the CHANGELOG.md file for release by updating the [Unreleased] section with the current plugin version and date. Use when the user asks to prepare changelog for release, update changelog for release, or finalize changelog entries.

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Generate a sprint review changelog from GitHub pull requests. Lists PRs by a given author since a given date, groups them into Features and Fixes, and writes a markdown summary.

Write and edit QuickMarkup declarative UI markup in C# projects. Use when the project uses QuickMarkup, identifiable by `using QuickMarkup.Infra`, `using QuickMarkup.SourceGen`, or `[QuickMarkup(...)]` attribute in .cs files.

Implements the Untitled Placeholder Technique: create N placeholders → capture IDs → generate all scripts with correct wiring → deploy → rename.

Expert in systematic debugging, root cause analysis, test automation, and stealth bug hunting. Find what developers forgot. Test behavior, not implementation.

Seek out and update agent discovery files as conventions evolve. Use when agent ecosystems add new ways to state behavior, skills, or rules; when discovery files need revision; or when maintaining FOR_AGENTS.md, .cursorrules, docs/for-agents.md, docs/agent-discovery.md.

Analyze OpenAPI/Swagger spec (JSON or YAML) against existing test files and generate an HTML coverage report with QA automation tasks. Use when user provides an OpenAPI spec file and wants to know test coverage status.

Deep TypeScript typing for discriminated unions, exhaustive handling, generics, satisfies, branding, and fixing tsc output without any or silent unknown on public APIs. Use when resolving complex type errors or designing type-heavy APIs. Pairs with general-typescript (no any; unknown only with explicit user approval). Triggers on generics, union, narrowing, exhaustive, satisfies, inference.

Fix a specific bug or problem in the codebase. Supports two modes: immediate fix or plan-first approach.

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Create an implementation plan for a feature or task. Two modes:

Transforms AI-generated text into human-sounding writing by applying a **fixed, ordered pipeline of rules**. Each rule is a specific find/replace or structural operation. The agent executing this skil

Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.

Describes the sub-agent pipeline: task-decomposer breaks a task into subtasks, task-worker implements them, work-reviewer checks the result; on issues feedback goes back to the worker. Use when orchestrating multi-step work with task-decomposer, task-worker, and work-reviewer agents, or when the user asks how these agents work together.

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Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building React Native, Flutter, or native mobile apps.

Guidance for `effect/Tuple` focused on APIs like get, map, and make. Load after `effect-skill-router` when this module is the primary owner.

Expert-level Mermaid diagram creation, validation, and multi-format rendering. Creates diagrams from descriptions or code analysis, validates syntax, and renders to SVG, PNG, or ASCII with professiona

Simplifies and refines code for clarity, consistency, and maintainability while preserving exact functionality. Focuses on recently modified code unless instructed otherwise. Use when the user asks to simplify, refactor for readability, reduce complexity, improve maintainability, dedupe, or clean up code after changes.

Align MCPAtlas work with roadmap, impact, and success metrics. Use when prioritizing features, defining scope, writing roadmap/ROADMAP.md, or discussing user value and CNCF Sandbox positioning.

Generates commit messages and PR titles using Conventional Commits for Release Please. Use when writing commit messages, squashing commits, or naming PRs so releases and version bumps are correct.

Guided onboarding for OpenSpec - walk through a complete workflow cycle with narration and real codebase work.

oauth-integrations

Add support for a new AI coding tool to rule-composer.

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.

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Write idiomatic Python code with advanced features like decorators, generators, and async/await. Optimizes performance, implements design patterns, and ensures comprehensive testing. Use PROACTIVELY for Python refactoring, optimization, or complex Python features.

Complete Phase 2 instructions — scope planning, anti-bloat rules, screen metadata format, Make TC-EBC prompt framework, Guidelines.md structure, and quality checks. Read this when running /phase2.

Implements features strictly from specs. Reads specs first, modifies only listed files, no scope creep. Use when implementing a feature, working with specs/, or when the user references a spec number.

Serve MarkdownViewer-web-pro locally for testing. Use when the user says /localdeploy, asks to test locally, run a local server, or preview before pushing.

Domain knowledge and conventions for the hmnm dating progress app — a Refined Heritage themed React/MUI app that tracks a couple's relationship milestones. Use when working on this project, adding new timeline events, creating components, updating the theme, or editing any file under src/.

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'Visualizes Azure infrastructure from ARM templates, Azure CLI, or descriptions. Use when user has Azure resources to diagram.'

Implement technical plans from thoughts/shared/plans with verification

Verifies that a PaperMiner change is ready to hand over by checking tests, lints, ripple effects, and documentation sync. Use before declaring a feature, refactor, or bug fix complete.

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High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.

Enforces API documentation using language-standard comments for public interfaces and generates Conventional Commits style messages when asked, clearly summarizing changes. Use when creating or modifying public classes/functions or when the user requests commit messages.

Perform cross-artifact consistency and quality analysis. Automatically

Drives iterative development of the Pet Central trusted marketplace. Use when building features, improving UI/UX, implementing backend modules, testing, or completing any work described in docs/spec.md. Applies to all apps (web-consumer, web-vendor, web-admin, web-partner, web-kiosk), packages (ui, database, auth, etc.), and the api-gateway. Includes complete testing and validation with correction loops until the system is fully functional.

Design and implement Concept Encoder PyTorch modules safely. Use when sketching tensor shapes, writing or refactoring nn.Module code, checking memory or DDP behavior, choosing AMP or torch.compile patterns, or improving training-time performance and numerical stability. Not for experiment logging, changelog updates, or high-level research prioritization.

Use this skill when building, debugging, or optimizing Jazz applications. It covers Jazz's bindings with various different UI frameworks, as well as how to use Jazz without a framework. Look here for details on providers and context, hooks and reactive data fetching, authentication, and specialized UI components for media and inspection.

Goal: build a skill that finds real vulnerabilities while minimizing false positives.

Verify an E2E test fix by running the test multiple times and checking code quality

Vitest fast unit testing framework powered by Vite with Jest-compatible API. Use when writing tests, mocking, configuring coverage, or working with test filtering and fixtures.

Run CADT integration tests, live API tests, and test data cleanup. Use when the user asks to run integration tests, run v1 or v2 tests, run live API tests, or delete test data.

Process all unaddressed PR review comments in parallel. Each comment gets a dedicated subagent that either applies the fix or replies with technical reasoning for disagreement.

`_internal/release_notes/RELEASE_NOTES_<version>.md` (e.g. `RELEASE_NOTES_2.2.0.md`).

Use the `wtx` PowerShell CLI to create, navigate, and manage git worktrees for parallel development in this monorepo.