Your approach to handling global deployment. Use this skill when working on files where global deployment comes into play.

Your approach to handling global documentation. Use this skill when working on files where global documentation comes into play.

Your approach to handling global error handling. Use this skill when working on files where global error handling comes into play.

Your approach to handling global free threading. Use this skill when working on files where global free threading comes into play.

Your approach to handling global justfile. Use this skill when working on files where global justfile comes into play.

Your approach to handling global naming. Use this skill when working on files where global naming comes into play.

Explain global agents orchastration strategy and rules to respect all over any realization.

Your approach to handling global performance. Use this skill when working on files where global performance comes into play.

Project-wide coding standards and conventions specialist. Use PROACTIVELY

Global state management for cross-session persistence. Reference this skill to read/write global config, history, learnings, and statistics.

Use Astro's modern web development stack including TypeScript, Tailwind CSS, Content Collections, islands architecture, and performance-first deployment practices. Use this skill when selecting technologies, configuring integrations, choosing deployment platforms, or making architectural decisions about the tech stack. When working on Astro configuration and integrations setup, choosing between SSG/hybrid/SSR rendering modes, selecting UI frameworks for interactive islands (React, Vue, Svelte), configuring Tailwind CSS or styling solutions, setting up Content Collections for type-safe content, choosing deployment adapters (Vercel, Netlify, Cloudflare), configuring testing tools (Vitest, Playwright), implementing performance optimization strategies, or adding third-party integrations and plugins.

Reference and maintain the project's technical stack including frameworks, languages, databases, testing tools, and third-party services to ensure consistency across the project. Use this skill when making technology choices, adding new dependencies, configuring frameworks, or ensuring consistency with existing stack decisions. When setting up new features that need to align with the project's chosen technologies. When documenting or updating the tech stack. This skill applies when working with any technology-specific configuration, framework setup, or when making architectural decisions about tools and libraries.

Your approach to handling global typing. Use this skill when working on files where global typing comes into play.

Your approach to handling global validation. Use this skill when working on files where global validation comes into play.

Your approach to handling global version control. Use this skill when working on files where global version control comes into play.

How to add entries to the glossary

Optimize and post-process GLB/glTF 3D models. Use when compressing models for web delivery, reducing file size, simplifying geometry, inspecting model stats, merging models, or converting textures. Triggers on: optimize GLB, compress model, reduce file size, simplify mesh, draco compression, meshopt, webp textures, inspect model, merge GLB, model optimization.

Validate glTF files against your loader, identify missing features for each phase of compatibility, debug loading failures, and guide your 5-phase glTF progression from simple to complex models

Use when building UI with gluestack-ui components. Covers component composition, variants, sizes, states, accessibility props, and platform-specific considerations for React and React Native.

Use when discovering, exploring, or retrieving gluestack-ui components via MCP tools. Provides access to component source code, variants, demos, and metadata.

Use when (1) breaking down a feature request into implementable tasks, (2) creating a detailed feature specification, (3) preparing work for development. Generates feature plans with acceptance criteria and task breakdown.

Use when (1) building mobile app via EAS for distribution, (2) submitting to App Store or Google Play, (3) managing mobile release workflow. Handles Expo EAS build and submission process.

Transform Gmail into a business intelligence system for MTL Craft Cocktails. Answer questions about emails, detect leads, draft responses, and track client communications with context about the cocktail catering business.

Specialized AI agent for finite element mesh generation and manipulation

Build production-grade REST API endpoints for the AgentStack platform using Go with Fiber or Chi frameworks, following the specifications in `/spec/004-api-design.md`.

Implement Go changes with strict plan → diff → verify discipline.

This skill should be used when writing, refactoring, or testing Go code. It provides idiomatic Go development patterns, TDD-based workflows, project structure conventions, and testing best practices using testify/require and mockery. Activate this skill when creating new Go features, services, packages, tests, or when setting up new Go projects.

Production-grade Go development patterns for building resilient services. Use when developing Go applications, implementing job schedulers, Docker integrations, LDAP clients, or needing patterns for resilience, testing, and performance optimization. By Netresearch.

Specialized knowledge for writing professional, idiomatic Go (Golang) code, specifically for the switchAILocal codebase (Gin, switchai, etc.).

Expertise in Go programming according to the Google Go Best Practices. Focuses on actionable advice for naming, error handling, performance, testing, and general idiomatic Go to ensure high-quality, maintainable, and efficient codebases.

Expertise in Go programming decisions according to the Google Go Style Guide. Focuses on specific choices for naming, error handling, and language usage.

Run local Go health checks (tests, coverage, lint) in Go repositories that contain go.mod/go.sum. Use when the user asks to run or interpret local Go test/coverage/lint workflows using tools like lazygotest, gocovsh, tparse, and golangci-lint. Do not use for Rust or non-Go projects.

Write clean, maintainable Go code following Clean Architecture, dependency injection, and ChecklistApplication patterns. Use when writing new Go code, refactoring, or implementing features.

Production-ready Go microservices patterns including Gin, Echo, gRPC, clean architecture, dependency injection, error handling, middleware, testing, Docker containerization, Kubernetes deployment, distributed tracing, observability with Prometheus, high-performance APIs, concurrent processing, database integration with GORM, Redis caching, message queues, and cloud-native best practices.

Use Go Navigator MCP to explore Go code semantically (packages, symbols, definitions/references, context, metrics, deps) and return file/line/snippets; do not modify code.

This skill should be used for Go idioms, error handling, goroutines, interfaces, and testing, golang, Go language, Go modules, Go concurrency

Go conventions for hexagonal architecture, project structure, error handling, testing, and observability. Use when writing Go services.

Security audit for Go backend code and SDKs. Covers Go-specific vulnerabilities, common security pitfalls, and best practices. Use when auditing Go codebases.

Expert senior-level Go guidance for architecture, API-first design/codegen, advanced concurrency, performance tuning, testing/quality, cloud-native 12-factor practices, and Go 1.24+ tooling for large-scale systems.

Shared Go best practices for LlamaFarm CLI. Covers idiomatic patterns, error handling, and testing.

go-test

Write and run Go tests using the built-in testing package with table-driven tests, subtests, and mocking via interfaces. Use when writing Go tests or setting up test infrastructure.

Handles all Golang testing tasks including running tests, writing new tests, and fixing test failures. Follows MCPSpy testing conventions with require for critical assertions and assert for non-critical ones.

Comprehensive 90-day GTM strategy builder. Designs customer acquisition channels, budget allocation, growth targets, and tactical execution roadmap. Produces detailed launch plan with weekly milestones and success metrics.

Upgrade Go to the latest version via Homebrew and update all go.mod files in the examples directory. Use when the user mentions upgrading Go, updating Go version, or wants to use the latest Go.

检查VS→GOAL→SC覆盖完整性，确保每个VS都有对应的GOAL和SC。当GOAL和SC创建完成后使用，避免覆盖缺口导致验收失败。

Set and track meaningful goals using proven frameworks and accountability systems

Invoke for complex multi-step tasks requiring intelligent planning and multi-agent coordination. Use when tasks need decomposition, dependency mapping, parallel/sequential/swarm/iterative execution strategies, or coordination of multiple specialized agents with quality gates and dynamic optimization.

`gob` (Background Job Manager) runs tasks asynchronously while keeping context free. Essential for builds, tests, dev servers, and any long-running commands.

>