Comprehensive Go code review skill for PR reviews, architecture assessment, and test quality analysis.
Golang code style, formatting and conventions. Use when writing Go code, reviewing style, configuring linters, writing comments, or establishing project standards.
Golang concurrency patterns. Use when writing or reviewing concurrent Go code involving goroutines, channels, select, locks, sync primitives, errgroup, singleflight, worker pools,…
Idiomatic context.Context usage in Golang — creation, propagation, cancellation, timeouts, deadlines, context values, and cross-service tracing.
Provides CI/CD pipeline configuration using GitHub Actions for Golang projects. Covers testing, linting, SAST, security scanning, code coverage, Dependabot, Renovate, GoReleaser,…
Golang data structures — slices (internals, capacity growth, preallocation, slices package), maps (internals, hash buckets, maps package), arrays, container/list/heap/ring,…
Idiomatic Golang design patterns — functional options, constructors, error flow and cascading, resource management and lifecycle, graceful shutdown, resilience, architecture,…
Comprehensive documentation guide for Golang projects, covering godoc comments, README, CONTRIBUTING, CHANGELOG, Go Playground, Example tests, API docs, and llms.txt.
Idiomatic Golang error handling — creation, wrapping with %w, errors.Is/As, errors.Join, custom error types, sentinel errors, panic/recover, the single handling rule, structured…
Go programming expert for goroutines, channels, interfaces, modules, and concurrency patterns
Compile-time dependency injection in Golang using google/wire — wire.NewSet, wire.Build, wire.Bind (interface→concrete), wire.Struct, wire.Value, wire.InterfaceValue,…
Provides gRPC usage guidelines, protobuf organization, and production-ready patterns for Golang microservices.
Idiomatic Go patterns for error handling, interfaces, concurrency, testing, and module management
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.
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.
Graph algorithms and dependency resolution for AI agent systems. DAG construction for action gate ordering, cycle detection in skill/rule graphs, BFS/DFS traversal, semver range…
Griptape is a modular Python framework for building AI agents and workflows with chain-of-thought reasoning, tools, and memory.
HASH error handling patterns using error-stack crate. Use when working with Result types, Report types, defining custom errors, propagating errors with change_context, adding…
Deterministic Python-scored startup screening with full audit trail. Use when you need a reproducible, weighted-score verdict on a startup — not just a qualitative opinion.
Implement human-in-the-loop approval flows. Use when adding Slack approvals, dashboard review queues, action gating, or trust-based auto-approval.
HITRUST CSF expert for healthcare security. Implementation guidance, assessment workflow, and mapping to HIPAA/NIST/ISO/PCI frameworks.
Write Rust code informed by Graydon Hoare's original vision for Rust. Emphasizes memory safety without GC, practical systems programming, and learning from C/C++ mistakes.
Python patterns for CLI tools, async concurrency, and backend services. Use when working with Python code, building CLI apps, FastAPI services, async with asyncio, backgr — from…
Rust patterns for CLI tools, backend services, and general application code. Use when working with Rust, Cargo workspaces, axum/tokio services, clap CLIs, async concurren — from…
IDA Pro Python scripting for reverse engineering. Use when writing IDAPython scripts, analyzing binaries, working with IDA's API for disassembly, decompilation (Hex-Rays), type…
Idiomatic Go patterns review. Use when checking Go-specific idioms, interface design, or pointer usage. Ensures code follows Go conventions and best practices.
Expert guide for the ieasyhydro-python-sdk library for connecting to iEasyHydro High Frequency (HF) database.
Implementing Google''s BeyondCorp zero trust access model to eliminate implicit trust from the network perimeter,
Implement the CISA Zero Trust Maturity Model v2.0 across the five pillars of identity, devices, networks, applications,
Implement NextDNS as a zero trust DNS filtering layer with encrypted resolution, threat intelligence blocking,
Implementing zero trust access controls for SaaS applications using CASB, SSPM, conditional access policies,
Implementing Zero Trust Network Access (ZTNA) in cloud environments by configuring identity-aware proxies, micro-segmentation,
Implement Zero Trust Network Access using Zscaler Private Access (ZPA) to replace traditional VPN with identity-based,
Deploy Google BeyondCorp Enterprise zero trust access controls using Identity-Aware Proxy (IAP), context-aware
Implement HashiCorp Boundary for identity-aware zero trust infrastructure access management with dynamic credential