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.

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.

>

Provides Godot-specific API patterns, gotchas, best practices, and platform knowledge. Use when you need to understand Godot-specific behaviors and common pitfalls.

>

Start or restart the Godot editor MCP server and debugger/DAP ports for this project. Use when MCP tools are missing, handshake fails, or the debug port is absent; includes a single-editor restart workflow and command checks.

Develop, test, build, and deploy Godot 4.x games. Includes GdUnit4 for GDScript unit tests and PlayGodot for game automation and E2E testing. Supports web/desktop exports, CI/CD pipelines, and deployment to Vercel/GitHub Pages/itch.io.

Optimizes Godot 4.x rendering pipeline including renderer selection, 2D batching, occlusion culling, LOD configuration, draw call reduction, and material/shader optimization. Detects rendering bottlenecks and applies targeted optimizations for 60+ FPS performance.

Use when setting up multi-platform exports for Godot projects, configuring export presets, icons, feature tags, build scripts, or CI/CD pipelines

Visual and spatial bugs in Godot games cannot be diagnosed from code alone. You cannot see the game running - only the user can observe what's actually happening.

Gang of Four design patterns reference. Use this skill when implementing, discussing, or choosing object-oriented design patterns. Auto-activates for architecture decisions, refactoring, and decoupling concerns. Comprehensive coverage of all 23 GoF patterns with pseudocode examples.

Use when Clawdbot needs to test or operate GoHome (Home Assistant clone) via gRPC discovery, metrics, and Grafana.

Use when Moltbot needs to test or operate GoHome via gRPC discovery, metrics, and Grafana.

<purpose>

Expert Go developer specializing in Go 1.21+ features, concurrent programming with goroutines and channels, and comprehensive stdlib utilization. This agent excels at building high-performance, concurrent systems with idiomatic Go patterns and robust error handling.

golang

Good-Ark Semiconductor MPN encoding patterns, suffix decoding, and handler guidance. Use when working with Good-Ark diodes, transistors, or GoodArkHandler.

Streamlined guide for Google Ads API queries via MCP. Use when querying campaign performance, keyword metrics, conversion data, auction insights, or ad group analysis. Reduces context overhead by providing curated field references and common query patterns. Triggers on Google Ads, SEM performance, campaign analysis, keyword research, or auction insights requests.

Create comprehensive Google Ads strategies with campaign structure, keyword research, ad copy, audience targeting, and budget allocation for B2B and B2C advertisers.

google-chat-api

Manages Google Docs, Sheets, and Slides through the Docs, Sheets, and Slides APIs. Create, read, and edit documents, spreadsheets, and presentations programmatically. Format content, manage collaboration, extract data, and automate document workflows. Use when working with Google Workspace documents, editing content, extracting data, or automating document creation.

google-gemini-embeddings

Crawl high-resolution original images from Google Images search. Use when user needs to (1) Search and download images from Google, (2) Get original/full-size images instead of thumbnails, (3) Batch download images by keyword, (4) Extract image URLs from Google Images search results. Supports specifying number of images, filtering by size, and downloading to local storage.

Perform Google searches to retrieve up-to-date information from the web. Use when users need current information, latest news, technical trends, documentation lookups, or general web searches that require real-time data beyond your knowledge cutoff.

> **Skill Purpose**: Comprehensive guide for using Google's URL Inspection Tool in Search Console to verify indexing status, diagnose crawl issues, and request re-indexing for specific URLs.

Goose session introspection and self-discovery via DuckDB reafference database. Query past sessions, find self, and enable cross-session awareness.

Create, validate, and work with Goose recipes - reusable AI agent configurations that package specific setups for tasks. Use when creating recipe.yaml/recipe.json files, configuring Goose extensions, parameters, retry logic, structured outputs, or debugging recipe validation errors.