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。
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Golang everyday observability — the always-on signals in production. Covers structured logging with slog, Prometheus metrics, OpenTelemetry distributed tracing, continuous…
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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.
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Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
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Golang performance optimization patterns and methodology - if X bottleneck, then apply Y. Covers allocation reduction, CPU efficiency, memory layout, GC tuning, pooling, caching,…
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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…
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Master Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices.
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Expert Go developer specializing in Go 1.21+ features, concurrent programming with goroutines and channels, and comprehensive stdlib utilization.
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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…
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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,…
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In-memory caching in Golang using samber/hot — eviction algorithms (LRU, LFU, TinyLFU, W-TinyLFU, S3FIFO, ARC, TwoQueue, SIEVE, FIFO), TTL, cache loaders, sharding,…
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Functional programming helpers for Golang using samber/lo — 500+ type-safe generic functions for slices, maps, channels, strings, math, tuples, and concurrency (Map, Filter,…
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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…
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Structured error handling in Golang with samber/oops — error builders, stack traces, error codes, error context, error wrapping, error attributes, user-facing vs developer…
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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,…
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Structured logging extensions for Golang using samber/slog-**** packages — multi-handler pipelines (slog-multi), log sampling (slog-sampling), attribute formatting…
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Golang CLI command tree library using spf13/cobra — cobra.Command, RunE vs Run, PersistentPreRunE hook chain, Args validators (NoArgs, ExactArgs, MatchAll, custom), persistent vs…
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Golang configuration library using spf13/viper — layered precedence (flag > env > file > KV > default), BindPFlag/BindPFlags, SetEnvPrefix + SetEnvKeyReplacer + AutomaticEnv,…
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Provides resources to stay updated with Golang news, communities and people to follow. Use when seeking Go learning resources, discovering new libraries, finding community…
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Comprehensive guide to stretchr/testify for Golang testing. Covers assert, require, mock, and suite packages in depth.
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Golang OpenAPI/Swagger documentation with swaggo/swag — annotation comments (@Summary, @Param, @Success, @Router, @Security), swag init code generation, framework integrations…
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Provides a comprehensive guide for writing production-ready Golang tests. Covers table-driven tests, test suites with testify, mocks, unit tests, integration tests, benchmarks,…
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Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.
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Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code.
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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,…
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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,…
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Go Viper configuration library (github.com/spf13/viper). Use when working with config file reading (SetConfigName, AddConfigPath, ReadInConfig), setting defaults, environment…
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Modern Go Web application architecture guide. Use when creating new Go web projects, APIs, or microservices.
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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…
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Google Agent Development Kit (ADK) for Python. Capabilities: AI agent building, multi-agent systems, workflow agents (sequential/parallel/loop), tool integration (Google Search,…
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Deploy Python applications to Google App Engine Standard/Flexible. Covers app.yaml configuration, Cloud SQL socket connections, Cloud Storage for static files, scaling settings,…
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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.
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Send Google Chat messages via webhook — text, rich cards (cardsV2), threaded replies. Includes TypeScript types, card builder utility, and widget reference.
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Expert knowledge of Google Cloud Build CI/CD pipelines including cloudbuild.yaml syntax, build steps, builders, substitution variables, triggers, secrets, artifact handling, and…
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Build RAG systems and semantic search with Gemini embeddings (gemini-embedding-001). 768-3072 dimension vectors, 8 task types, Cloudflare Vectorize integration.
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Google Sheets automation using Python gspread library - reading, writing, formatting, and Service Account setup
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Post team updates to Google Chat Spaces via webhook. Deployment notifications, bug fixes, feature announcements, questions.
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Google Search structured data implementation - Schema.org markup for rich results, JSON-LD templates, JavaScript generation, and SEO best practices
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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…
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Build integrations with Google Workspace APIs (Gmail, Calendar, Drive, Sheets, Docs, Chat, Meet, Forms, Tasks, Admin SDK).
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Create, validate, and work with Goose recipes - reusable AI agent configurations that package specific setups for tasks.
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Automate software releases with GoReleaser — build cross-platform binaries, create Docker images, generate changelogs, and publish to GitHub/GitLab/Gitea in a single command.
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إنشاء modules جديدة للمنصة الموحدة الحكومية (المنصة الموحدة) باستخدام React frontend و .NET 8 backend و SQL Server.
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Use when writing, reviewing, or troubleshooting Apex that risks hitting Salesforce governor limits. Triggers: 'too many SOQL queries', 'too many DML statements', 'CPU time limit',…
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Comprehensive guide to GPG commit signing. Set up, configure, and troubleshoot GPG commit signing. Fix GPG signing errors, configure passphrase caching, verify commit signatures.
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Run code on cloud GPUs with GPU CLI. Use when user wants to run Python/ML code on remote GPUs, install GPU CLI, configure gpu.toml, troubleshoot pods, or manage cloud GPU…
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Gpu Resource Optimizer - Auto-activating skill for ML Deployment. Triggers on: gpu resource optimizer, gpu resource optimizer Part of the ML Deployment skill category.
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Writing tests for GPUI applications. Use when testing components, async operations, or UI behavior.
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Expert guidance for GraalVM native image development with Java frameworks, build optimization, and high-performance application deployment
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Grades and improves CLAUDE.md (Claude Code) and AGENTS.md (Codex/OpenCode) configuration files. Use when asked to grade, score, evaluate, audit, review, improve, fix, optimize, or…
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Expert en configuration et optimisation Gradle pour Android Kotlin. Gère build.gradle, Kotlin DSL, dépendances, flavours, variants.
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Configures Gradle builds for CI/CD platforms including GitHub Actions, GitLab CI, Jenkins, and CircleCI.
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Configures and builds optimized Docker images using Google's Jib plugin without Docker daemon or Dockerfile.
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Configures comprehensive testing in Gradle including JUnit 5, TestContainers, test separation (unit vs integration), and code coverage with JaCoCo.
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Grafana Dashboard Creator - Auto-activating skill for DevOps Advanced. Triggers on: grafana dashboard creator, grafana dashboard creator Part of the DevOps Advanced skill category.
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Improve OpenShift/Kubernetes Grafana dashboards and validate PromQL/GitOps changes.
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Scaffold and automate Grafana plugin projects using @grafana/create-plugin. Use when creating panel plugins, data source plugins, app plugins, or backend plugins.
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Configure Grammarly CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Grammarly tests into your…
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Diagnose and fix Grammarly common errors and exceptions. Use when encountering Grammarly errors, debugging failed requests, or troubleshooting integration issues.
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Collect Grammarly debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information…
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