A tool for creating and managing Garry's Mod addons, including Lua scripting, content creation, and addon packaging.
Drafts inspection-ready GMP standard operating procedures for regulated manufacturing. Covers document control, role accountability, process controls, deviation/CAPA handling, and…
Automatically fix GN check errors in WebRTC BUILD.gn files. Use when encountering "Include not allowed", "rtc_source_set shall not contain cc files", or when needing to clean up…
Spatial and spatiotemporal regression with GNNWR (Geographically Neural Network Weighted Regression).
Query gnomAD for population allele frequencies to assess variant rarity. Use when filtering variants by population frequency for rare disease analysis or determining if a — from…
Work with GNU recutils for plain-text record databases. Use when creating, querying, or validating .rec files, defining record schemas with %rec descriptors, converting between…
Go Agent 开发指南，涵盖 Agent 架构设计、心跳机制、任务执行、日志上报、升级流程、与 Dispatch 模块交互。当用户开发构建机 Agent、实现任务执行逻辑、处理 Agent 通信或进行 Go 语言开发时使用。
Designs HTTP API endpoints - routes, request/response types, validation rules, error codes. Called by go-architect when the feature includes an API surface.
Build the AgentStack API Gateway in Go with Fiber/Chi. Use for creating REST API endpoints, HTTP handlers, middleware, request validation, and API routing.
Go backend (net/http / gRPC / chi / gin / cobra) review — concurrency, error, interface, perf, test.
Provides Go patterns for type-first development with custom types, interfaces, functional options, and error handling. Must use when reading or writing Go files.
You MUST use this before starting any feature with go-pm. Explores user intent, alternative approaches, and domain design through Socratic questioning before locking a spec.
Composición, embedding y extensibilidad en Go. Usar al extender tipos existentes o combinar comportamientos.
Audit Go concurrency — goroutines, channels, mutexes, context propagation, race conditions
L1 supplement - audits Go-specific concurrency hazards in node client code: map iteration non-determinism, goroutine leaks, mutex ordering, panic boundaries, context cancellation.
Go concurrency patterns for high-throughput web applications including worker pools, rate limiting, race detection, and safe shared state management.
Correct usage of context.Context in Go: propagation, cancellation, timeouts, deadlines, values, and common anti-patterns.
Skills for querying Gene Ontology annotation databases in DuckDB format. Use this for queries about GO annotations, genes, terms, evidence codes, or taxonomic relationships in…
Use when encountering any bug, test failure, or unexpected behavior in Go code — before proposing fixes. Enforces root cause investigation through the hexagonal layers.
Green phase TDD - implements code to make failing tests pass. Never touches test files. Reports disagreements with test expectations.
Flujo de desarrollo en GoFHIR. Usar al configurar ambiente, ejecutar comandos make, o trabajar con git hooks.
Use when Go error-handling design or function-type mismatches surface — including `func(string) error` vs concrete constructors, package-local type aliases, or…
Deep audit of Go error handling — wrapping, inspection, logging, panic/recover patterns
Use when a feature pipeline is fully complete — all tasks green, all reviews passed, acceptance criteria met.
Fresh-perspective agent invoked by circuit breakers when another skill is stuck. Reads the error context and attempts to fix the problem without the bias of previous failed…
Use the Functional Option Pattern for configurable Go constructors. Applies to types needing multiple optional parameters with validation and defaults.
Expertise in Go programming decisions according to the Google Go Style Guide. Focuses on specific choices for naming, error handling, and language usage.
Go で internal 配下を domain, infra, handler, middleware, config, di に分ける構成の実装・修正を行うときに使う。cmd/main.go でアプリ初期化とルーティングを行い、main で外部リソースを open し、di/container で repository, usecase,…
Komplette Go-Live-Checkliste fuer deutsche Webprojekte. TRIGGER bei "wir gehen live", "Launch", "Go-Live", "auf den Server", "Seite veroeffentlichen", "ist alles ready".
Full site launch readiness check for AEM Edge Delivery Services. Verifies DNS, HTTPS, robots.txt, metadata, performance, analytics, favicons, social sharing, and redirects from…
Use when assessing SAP go-live readiness, producing a Go/No-Go decision, or evaluating whether a system is ready for production.
Use when choosing a logging approach, configuring slog, writing structured log statements, or deciding log levels in Go.
Idiomatic Go HTTP middleware patterns with context propagation, structured logging via slog, centralized error handling, and panic recovery.
Writes zero-downtime, reversible, batched data migrations tested with testcontainers. Use for backfills, data transforms, column splits, and schema-level data moves.
Generate mocks for Go interfaces using mockery v3. Use when creating mocks, configuring .mockery.yaml, setting up mock generation for interfaces in Go projects, writing tests with…
Autonomous goal execution — give a goal, get a plan, confirm, execute, report. You steer, Claude drives.
Detect outdated Go patterns and suggest modern idioms — Go 1.21 through 1.24+ features
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.
幫使用者整理 Go 語言練習筆記，輸出兩種格式：在 main.go 加上繁體中文說明註解、 並建立對應的 Markdown 筆記檔。 觸發情境： (1) 使用者說剛學完某個 Go 主題，要整理筆記（從主題生成） (2) 使用者提供現有 Go 程式碼，要加上說明整理成筆記（從程式碼整理） 關鍵字：筆記、整理筆記、Go 筆記、練習筆記、幫我記、加上說明
Structured logging, distributed tracing, metrics, and health checks for Go services. Covers slog, OpenTelemetry, Prometheus, and observability best practices.
Audit Go observability — structured logging, Prometheus metrics, OpenTelemetry traces, pprof, health checks
Performance optimization techniques including profiling, memory management, benchmarking, and runtime tuning.
Expert in generating functional options for Go structs using the options-gen library.
Maintain Go repositories with high-quality standards, adhering to CI/CD, linting, and agent-friendly best practices.
Use when adding a new `.go` file to any `internal/` package, when an existing file grows past ~400 lines, when introducing a helper function, or when considering a new package.
Optimización de rendimiento en Go. Usar al optimizar hot paths, reducir allocations, o mejorar latencia.
Detect performance anti-patterns and apply optimization techniques in Go. Covers allocations, string handling, slice/map preallocation, sync.Pool, benchmarking, and profiling with…
Expert capability for robust, stealthy, and efficient browser automation using Playwright Go.
Strict product manager that interrogates the user about feature specifications, detects maturity gaps, delegates to go-architect once the spec is solid, and arbitrates spec…
Use when CPU usage is high, memory grows unboundedly, goroutines leak, mutex contention shows in traces, or escape analysis suggests excess heap allocation.
**Go Code Review**: Reviews Go code for idiomatic patterns, error handling, concurrency safety, and performance.
Review all changes in the current branch against GOB project conventions before opening a PR. Diff-aware: only analyzes what changed, not the entire codebase.
Comprehensive guide for browser automation and web scraping with go-rod (Chrome DevTools Protocol) including stealth anti-bot-detection patterns. — from go-rod/rod
Comprehensive guide for browser automation and web scraping with go-rod (Chrome DevTools Protocol) including stealth anti-bot-detection patterns.
samber/lo generic collection helpers knowledge — Map/Filter/Reduce/FilterMap/GroupBy/KeyBy/Chunk/Uniq/Must/Try, stdlib slices overlap, parallel.Map, performance caveats.
samber/oops structured errors knowledge — attributes (Code/In/With/Hint/Owner/Public), stack traces, APM serialization, HTTP boundary safety, errors.Is/As compatibility.
Use when writing Go code to interact with Hetzner Cloud API - automation, infrastructure provisioning, bots, integrations, or programmatic cloud operations
Review Go code for adherence to Go Style Guide. Use when the user requests a code review of completed work, pull requests, or feature branches in Go projects.
Maak een lanceringsplan met FORCES per levenscyclusfase, messaging en kanaalstrategie voor beperkte resources.
Build a go-to-market plan for a launch — messaging, channels, enablement, timeline. Use when you're shipping something that needs coordinated market entry.