Idiomatic Go patterns for error handling, interfaces, concurrency, testing, and module management
Core idioms, style guides, and best practices for writing idiomatic Go code. Use when writing Go code following official style guides and idiomatic patterns.
Go >= 1.18 项目中希望用 samber/lo（Lodash 风格泛型库）简化集合/映射/字符串、错误处理、重试/节流/防抖、通道并发或指针空值场景时使用。
Golang everyday observability — the always-on signals in production. Covers structured logging with slog, Prometheus metrics, OpenTelemetry distributed tracing, continuous…
中文优先：用于Go模式相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
Golang performance optimization patterns and methodology - if X bottleneck, then apply Y. Covers allocation reduction, CPU efficiency, memory layout, GC tuning, pooling, caching,…
Recommends production-ready Golang libraries and frameworks. Apply when the user explicitly asks for library suggestions, wants to compare alternatives, needs to choose a library…
Master Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices.
Expert Go developer specializing in Go 1.21+ features, concurrent programming with goroutines and channels, and comprehensive stdlib utilization.
Go performance profiling workflows: CPU profiling, memory profiling, benchmarking, goroutine/block/mutex profiling, execution tracing, and pprof analysis.
Provides a guide for setting up Golang project layouts and workspaces. Use this whenever starting a new Go project, organizing an existing codebase, setting up a monorepo with…
Go coding rules from ai-toolkit: coding-style, frameworks, patterns, security, testing. Triggers: .go, go.mod, go.sum, Gin, Echo, Gorilla, testing, gofmt.
Defensive Golang coding to prevent panics, silent data corruption, and subtle runtime bugs. Use whenever writing or reviewing Go code that involves nil-prone types (pointers,…
In-memory caching in Golang using samber/hot — eviction algorithms (LRU, LFU, TinyLFU, W-TinyLFU, S3FIFO, ARC, TwoQueue, SIEVE, FIFO), TTL, cache loaders, sharding,…
Functional programming helpers for Golang using samber/lo — 500+ type-safe generic functions for slices, maps, channels, strings, math, tuples, and concurrency (Map, Filter,…
Monadic types for Golang using samber/mo — Option, Result, Either, Future, IO, Task, and State types for type-safe nullable values, error handling, and functional composition with…
Structured error handling in Golang with samber/oops — error builders, stack traces, error codes, error context, error wrapping, error attributes, user-facing vs developer…
Reactive streams and event-driven programming in Golang using samber/ro — ReactiveX implementation with 150+ type-safe operators, cold/hot observables, 5 subject types (Publish,…
Structured logging extensions for Golang using samber/slog-**** packages — multi-handler pipelines (slog-multi), log sampling (slog-sampling), attribute formatting…
Golang CLI command tree library using spf13/cobra — cobra.Command, RunE vs Run, PersistentPreRunE hook chain, Args validators (NoArgs, ExactArgs, MatchAll, custom), persistent vs…
Golang configuration library using spf13/viper — layered precedence (flag > env > file > KV > default), BindPFlag/BindPFlags, SetEnvPrefix + SetEnvKeyReplacer + AutomaticEnv,…
Provides resources to stay updated with Golang news, communities and people to follow. Use when seeking Go learning resources, discovering new libraries, finding community…
Comprehensive guide to stretchr/testify for Golang testing. Covers assert, require, mock, and suite packages in depth.
Golang OpenAPI/Swagger documentation with swaggo/swag — annotation comments (@Summary, @Param, @Success, @Router, @Security), swag init code generation, framework integrations…
Use when reviewing Go test code (new or changed *_test.go files, test harnesses, fixtures, or test tooling) for a Go-test-expert pass — behavior-over-surface, determinism,…
Provides a comprehensive guide for writing production-ready Golang tests. Covers table-driven tests, test suites with testify, mocks, unit tests, integration tests, benchmarks,…
Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.
Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code.
Implements dependency injection in Golang using uber-go/dig — reflection-based container, Provide/Invoke, dig.In/dig.Out parameter and result objects, named values, value groups,…
Golang application framework using uber-go/fx — fx.New, fx.Provide, fx.Invoke, fx.Module, fx.Lifecycle hooks, fx.Annotate (name/group/As), fx.Decorate, fx.Supply, fx.Replace,…
Go Viper configuration library (github.com/spf13/viper). Use when working with config file reading (SetConfigName, AddConfigPath, ReadInConfig), setting defaults, environment…
Modern Go Web application architecture guide. Use when creating new Go web projects, APIs, or microservices.
Modern Go Web application architecture guide. Use when creating new Go web projects, APIs, or microservices.
Gold Architecture — справочник по проектированию Go-сервисов. Используй при создании новых сервисов и добавлении слоёв.
Use when designing or repairing golden-file, snapshot, fixture, or generated-artifact tests. Triggers:
Using golem:rdbms/ignite2 from a TypeScript Golem agent. Use when the user asks to connect to Apache Ignite 2, run SQL over Ignite, or use Ignite from TypeScript agent code.
Set up and use Gonzo, the open-source terminal log analysis tool. Use when the user wants to tail, watch, stream, or analyze logs.
Guide for building AI agents with Google ADK (Agent Development Kit). Use when creating multi-agent pipelines, implementing conditional agent branching, designing agent tools with…
Google Agent Development Kit (ADK) for Python. Capabilities: AI agent building, multi-agent systems, workflow agents (sequential/parallel/loop), tool integration (Google Search,…
Official Google Search guidance for optimizing websites for generative AI features such as AI Overviews and AI Mode.
Deploy Python applications to Google App Engine Standard/Flexible. Covers app.yaml configuration, Cloud SQL socket connections, Cloud Storage for static files, scaling settings,…
Build Google Chat bots and webhooks with Cards v2, interactive forms, and Cloudflare Workers. Covers Spaces/Members/Reactions APIs, bearer token verification, and dialog patterns.
Send Google Chat messages via webhook — text, rich cards (cardsV2), threaded replies. Includes TypeScript types, card builder utility, and widget reference.
Expert knowledge of Google Cloud Build CI/CD pipelines including cloudbuild.yaml syntax, build steps, builders, substitution variables, triggers, secrets, artifact handling, and…
Build RAG systems and semantic search with Gemini embeddings (gemini-embedding-001). 768-3072 dimension vectors, 8 task types, Cloudflare Vectorize integration.
Use when the user formats Java source files to a consistent style on the command line - applying Google Java Style or Android (AOSP) style, replacing files in place, or running a…
Google Sheets automation using Python gspread library - reading, writing, formatting, and Service Account setup
Agent Skills oficiales de Google para productos y tecnologías de Google Cloud — Gemini API, BigQuery, Cloud Run, Firebase, GKE, AlloyDB y más. Instalación vía npx skills.
Post team updates to Google Chat Spaces via webhook. Deployment notifications, bug fixes, feature announcements, questions.
Post team updates to Google Chat Spaces via webhook. Deployment notifications, bug fixes, feature announcements, questions.
Google Search structured data implementation - Schema.org markup for rich results, JSON-LD templates, JavaScript generation, and SEO best practices
Comprehensive Google Tag Manager guide covering container setup, tags, triggers, variables, data layer, debugging, custom templates, and API automation.
Gmail, Calendar, Drive, Contacts, Sheets, and Docs integration for Hermes. Uses Hermes-managed OAuth2 setup, prefers the Google Workspace CLI (`gws`) when available for broader…
Build integrations with Google Workspace APIs (Gmail, Calendar, Drive, Sheets, Docs, Chat, Meet, Forms, Tasks, Admin SDK).
Create, validate, and work with Goose recipes - reusable AI agent configurations that package specific setups for tasks.
Automate software releases with GoReleaser — build cross-platform binaries, create Docker images, generate changelogs, and publish to GitHub/GitLab/Gitea in a single command.
Configurar, otimizar e auditar uma instância Paperclip (paperclipai) — local ou remota via SSH, native (npx/pnpm) ou Docker — com FOCO PRIMÁRIO em redução de custo de tokens…
إنشاء modules جديدة للمنصة الموحدة الحكومية (المنصة الموحدة) باستخدام React frontend و .NET 8 backend و SQL Server.
Referensi lengkap semua API endpoint GovConnect untuk testing: auth, laporan/complaint, layanan/service request, kategori, nomor penting, AI webhook, knowledge base, superadmin,…