Master Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices. — from 0xtbug/telbot
Master Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices. — from bg-szy/TOP-SKILLS
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…
Golang refactoring — the safe, at-scale process for restructuring existing Go code: a coverage-adaptive safety net, tool-driven behavior-preserving transforms (gopls…
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.
面向企业级 Go 开发团队的专业工具包，提供性能优化、并发模式与工程化能力。核心能力: - 并发模式库（Worker Pool、Fan-In/Fan-Out、Pipeline、ErrGroup） - 性能优化（内存对齐、逃逸分析、GC 调优） - 内存治理与资源泄漏检测 - 交叉编译与构建工具链集成 - 结构体内存优化与字段对齐分析
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.
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…
Generate and manage GPAW Python-based DFT calculations. Use when the user requests GPAW, Python DFT, real-space grid DFT, or LCAO-DFT with ASE integration.
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.
Generates HPC job-submission scripts (SLURM, PBS/Torque, SGE/UGE, LSF) from a Python/R/Julia script with sensible resource estimates, partition selection, module loading, and…
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…
Audit the union of every IAM policy attached to one principal for privilege-escalation paths that no single statement reveals, and for apparent escalations that are already…
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.
Idiomatic Rust patterns for pikru C port. Use when writing or reviewing Rust code ported from C. Don't write C in Rust - the goal is correct behavior, not line-by-line tr — from…
Expert guide for the ieasyhydro-python-sdk library for connecting to iEasyHydro High Frequency (HF) database.
Rust SDK for the iii engine. Use when building high-performance workers, registering functions, or invoking triggers in Rust.
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, — from mahipal
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
Use when Codex writes, refactors, or reviews IntelliJ Platform / JetBrains IDE plugin Kotlin/Java code.
Execute the tasks in implementation_plan.md at the repository root, one task group at a time — implement every task in a group (in parallel where the plan marks the group…
Upgrade Java projects from Java 21 to Java 25 with required dependency updates. Requires Gradle 9.x, Groovy 5.x, and updated plugins for compatibility.
GraalVM Native Image expert that adds native image support to Java applications, builds the project, analyzes build errors, applies fixes, and iterates until successful…
Discover Java API signatures from compiled JARs using javap instead of guessing or relying on incomplete documentation.
Use when when you need to confirm that a Java project's GitHub Actions workflow (e.g., 'dev_build_release.yml') has completed successfully and generated usable build artifacts;
Use when building, configuring, or debugging enterprise Java applications with Spring Boot 3.x, microservices, or reactive programming.
Expert Java architect specializing in Java 21, Spring Boot 3, and Jakarta EE ecosystem. This agent excels at designing enterprise-grade applications with modern Java features,…
AI驱动的Java代码安全审计技能，实现系统化、高覆盖率的漏洞挖掘。使用场景： (1) 审计Java/Kotlin项目寻找安全漏洞（0day挖掘、代码审计、安全评估） (2) 企业级代码库的安全审计（支持大型项目） (3) 需要高质量、低幻觉率的安全审计报告 (4) CI/CD集成的前期漏洞发现…