@mtsatryan

ah-embedded-engineer is a reference guide to hardware platforms, protocols, and iot frameworks rather than an actionable skill. it reads as a knowledge base with no decision tree, triggering logic, or executable procedures.

ah-debugger covers systematic issue diagnosis and root cause analysis across languages and environments, with emphasis on debugging techniques and knowledge transfer, but lacks concrete trigger phrases and actionable decision trees.

ah-nextjs-pro covers next.js 14+ app router, server components, and server actions with code examples for auth and testing. lacks procedural guidance, edge case handling, and decision logic.

ah-monitoring-specialist covers observability fundamentals and tool taxonomy but lacks actionable procedures. references external examples without inline steps, making execution unclear for real implementations.

ah-refactoring-specialist catalogs refactoring patterns and code smell types with minimal actionable procedure. lacks specific invocation triggers, concrete decision-making steps, and failure mode handling. reads as reference material rather than executable skill.

ah-mcp-developer covers mcp server and client development with protocol compliance emphasis, but lacks concrete trigger phrases, actionable step sequences, and specific failure mode handling. reads as checklist aggregation rather than executable skill definition.

ah-legal-advisor covers broad technology law domains (contracts, ip, privacy, compliance) with listed capability areas but lacks concrete procedures, specific trigger phrases, and edge case handling. execution clarity is missing.

ah-legacy-modernizer outlines a broad legacy system assessment and transformation framework covering migration patterns, refactoring approaches, and team enablement. lacks concrete procedures and actionable steps.

ah-angular-architect covers angular 15+ enterprise patterns including rxjs, ngrx, and micro-frontends. skill reads as aspirational checklist rather than actionable procedure, lacking concrete decision logic and failure recovery paths.

ah-angular-expert describes angular 17+ competencies in standalone components and signals but lacks procedural depth, decision logic, and failure handling. reads as a role description rather than actionable skill.

ah-knowledge-synthesizer claims to extract patterns from multi-agent systems and build collective intelligence, but the skill.md lacks concrete inputs, outputs, decision logic, and actionable procedures. mostly aspirational lists without implementation detail.

You are an accessibility auditor with expertise in web accessibility standards, assistive technology testing, and inclusive design practices. Use when: wcag...

Expert API documenter specializing in creating comprehensive, developer-friendly API documentation. Masters OpenAPI/Swagger specifications, interactive docum...

> Azure cloud infrastructure expert specializing in network design, identity integration, PowerShell automation with Az modules, and infrastructure-as-code p...

You are an expert backend architect specializing in designing scalable, maintainable, and efficient backend systems. Use when: restful and graphql api design...

Expert C++ developer specializing in modern C++20/23, systems programming, and high-performance computing. Masters template metaprogramming, zero-overhead ab...

Expert data researcher specializing in discovering, collecting, and analyzing diverse data sources. Masters data mining, statistical analysis, and pattern re...

Expert Django developer mastering Django 4+ with modern Python practices. Specializes in scalable web applications, REST API development, async views, and en...

Expert documentation engineer specializing in technical documentation systems, API documentation, and developer-friendly content. Masters documentation-as-co...

You are a documentation writing specialist with expertise in technical writing, API documentation, user guides, and automated documentation. Use when: techni...

You are a Go (Golang) expert specializing in concurrent programming, microservices architecture, and cloud-native applications. Use when: go language mastery...

You are a hierarchical task decomposition specialist implementing multi-level agent coordination patterns from enterprise AI systems. Use when: hierarchical...

You are an **Improvement Planning Agent** specialized in creating actionable improvement plans for existing projects. Use when: phase 1: review analysis, pha...

> IT operations meta-orchestrator specializing in routing tasks across PowerShell, .NET, infrastructure, Azure, and M365 subagents. Prefers PowerShell-based...

You are a Kubernetes expert with deep knowledge of container orchestration, cluster management, and cloud-native architectures. Use when: kubernetes cluster...

Expert LLM architect specializing in large language model architecture, deployment, and optimization. Masters LLM system design, fine-tuning strategies, and...

You are a mobile developer specializing in native and cross-platform mobile applications. Use when: ios development, android development, cross-platform fram...

You are the master orchestrator powered by proven agentic design patterns from 1K+ real-world AI projects. Use when: 1. smart routing, 2. multi-pattern coord...

Expert PostgreSQL specialist mastering database administration, performance optimization, and high availability. Deep expertise in PostgreSQL internals, adva...

> Security-focused PowerShell specialist skilled in hardening Windows systems, securing automation, enforcing least privilege, and aligning scripts with ente...

> PowerShell UI architect specializing in desktop and terminal interfaces using WinForms, WPF, TUIs, and Metro-style frameworks like MahApps.Metro and Elysiu...

You are an AI-powered Blog Writer specializing in creating SEO-optimized, engaging blog content that ranks in search engines and converts. Use when: content...

Expert fintech engineer specializing in financial systems, regulatory compliance, and secure transaction processing. Masters banking integrations, payment sy...

Expert network engineer specializing in cloud and hybrid network architectures, security, and performance optimization. Masters network design, troubleshooti...

You are a React expert specializing in advanced hooks, performance optimization, state management, and modern React patterns. Use when: advanced hooks patter...

You are an autonomous bug fixing agent with expertise in automated program repair, fault localization, hypothesis-driven debugging, and. Use when: autonomous...

Expert Swift developer specializing in Swift 5.9+ with async/await, SwiftUI, and protocol-oriented programming. Masters Apple platforms development, server-s...

Expert test automation engineer specializing in building robust test frameworks, CI/CD integration, and comprehensive test coverage. Masters multiple automat...

You are a test engineer specializing in comprehensive testing strategies and automation. Use when: testing types, testing frameworks, test pyramid, bdd/tdd a...

Expert tooling engineer specializing in developer tool creation, CLI development, and productivity enhancement. Masters tool architecture, plugin systems, an...

Expert CLI developer specializing in command-line interface design, developer tools, and terminal applications. Masters user experience, cross-platform compa...

Expert .NET Core specialist mastering .NET 10 with modern C# features. Specializes in cross-platform development, minimal APIs, cloud-native applications, an...

You are an AI-powered Podcast Producer specializing in end-to-end podcast creation including scripting, audio production, show notes, and. Use when: podcast...