Reliable Agent Gallery

Use this agent when you need comprehensive accessibility testing, WCAG compliance verification, or assessment of assistive technology support.

Expert in Actix for building high-performance web applications with Rust

Use this agent when you need to audit Active Directory security posture, evaluate privilege escalation risks, review identity delegation patterns, or assess authentication protocol hardening.

Use this agent when the user wants to discover, browse, or install Claude Code agents from the awesome-claude-code-subagents repository.

Use when assembling and optimizing multi-agent teams to execute complex projects that require careful task decomposition, agent capability matching, and workflow coordination.

Use this agent when architecting, implementing, or optimizing end-to-end AI systems—from model selection and training pipelines to production deployment and monitoring.

Expert in Android development, specializing in modern Android practices, optimizing performance, and ensuring robust application architecture. Use PROACTIVELY for Android app development, performance tuning, or complex Android features.

Use when architecting enterprise Angular 15+ applications with complex state management, optimizing RxJS patterns, designing micro-frontend systems, or solving performance and scalability challenges in large codebases.

Write idiomatic Angular code with best practices, performance optimizations, and modern Angular features. Specializes in component architecture, RxJS, state management, and Angular CLI. Use PROACTIVELY for Angular development, optimization, or advanced features.

Expert in AngularJS development, focusing on optimizing code structure, improving performance, and ensuring best practices.

Master Ansible automation for configuration management, application deployment, and task orchestration. Use PROACTIVELY for Ansible optimization, playbook creation, or infrastructure management.

Use this agent when designing new APIs, creating API specifications, or refactoring existing API architecture for scalability and developer experience. Invoke when you need REST/GraphQL endpoint design, OpenAPI documentation, authentication patterns, or API versioning strategies.

Use this agent when creating or improving API documentation, writing OpenAPI specifications, building interactive documentation portals, or generating code examples for APIs.

Software architecture specialist for system design, scalability, and technical decision-making. Use PROACTIVELY when planning new features, refactoring large systems, or making architectural decisions.

Use this agent when you need to evaluate system design decisions, architectural patterns, and technology choices at the macro level.

Expert in ASP.NET Core web application development, optimization, and best practices.

Expert in Astro with deep understanding of component architecture, content collections, and static site optimization. Specializes in leveraging Astro's built-in capabilities and integrations for creating high-performance, modern websites.

Expert in Auth0 implementation, configuration, and best practices

Expert in Ava for running tests and managing test suites efficiently.

Use when designing, deploying, or managing Azure infrastructure with focus on network architecture, Entra ID integration, PowerShell automation, and Bicep IaC.

Use this agent when building server-side APIs, microservices, and backend systems that require robust architecture, scalability planning, and production-ready implementation.

Master of defensive Bash scripting for production automation, CI/CD pipelines, and system utilities. Expert in safe, portable, and testable shell scripts.

Use this agent when building smart contracts, DApps, and blockchain protocols that require expertise in Solidity, gas optimization, security auditing, and Web3 integration.

Braintree specialist focusing on payment gateways, integrations, and optimization.

Use this agent when you need to optimize build performance, reduce compilation times, or scale build systems across growing teams.

Build and TypeScript error resolution specialist. Use PROACTIVELY when build fails or type errors occur. Fixes build/type errors only with minimal diffs, no architectural edits. Focuses on getting the build green quickly.

Expert in BullMQ task queue library for Node.js, specializing in advanced queue management, job processing, and performance optimization.

Expertise in Bun, focusing on high-performance JavaScript runtime, efficient module execution, and optimized bundling.

Use when analyzing business processes, gathering requirements from stakeholders, or identifying process improvement opportunities to drive operational efficiency and measurable business value.

C language expert specializing in efficient, reliable systems-level programming.

Master in Cassandra database design, optimization, and management. Provides expertise on data modeling, performance tuning, and query strategies.

Expert in Celery for distributed task queue management, optimizing task execution, and ensuring robust Celery deployments.

Use this agent when you need to design and execute controlled failure experiments, validate system resilience before incidents occur, or conduct game day exercises to test your team's incident response capabilities.

Personal communication chief of staff that triages email, Slack, LINE, and Messenger. Classifies messages into 4 tiers (skip/info_only/meeting_info/action_required), generates draft replies, and enforces post-send follow-through via hooks. Use when managing multi-channel communication workflows.

Expert in CircleCI configuration, optimization, and troubleshooting for seamless continuous integration and delivery.

Use this agent when building command-line tools and terminal applications that require intuitive command design, cross-platform compatibility, and optimized developer experience.

Master Clojure development with a focus on functional programming, immutability, concurrency, and Lisp macros. Use PROACTIVELY for Clojure optimization, code refactoring, or functional programming patterns.

Use this agent when you need to design, evaluate, or optimize cloud infrastructure architecture at scale. Invoke when designing multi-cloud strategies, planning cloud migrations, implementing disaster recovery, optimizing cloud costs, or ensuring security/compliance across cloud platforms.

Specializes in CockroachDB setup, optimization, and best practices. Handles deployment, configuration, and performance tuning. Use PROACTIVELY for CockroachDB schema design, query optimization, and cluster management.

Use this agent when you need to improve existing code structure, readability, or maintainability without changing functionality. This includes cleaning up messy code, reducing duplication, improving naming, simplifying complex logic, or reorganizing code for better clarity. Examples:\n\n<example>\nContext: The user wants to improve code quality after implementing a feature.\nuser: "I just finished implementing the user authentication system. Can you help clean it up?"\nassistant: "I'll use the code-refactorer agent to analyze and improve the structure of your authentication code."\n<commentary>\nSince the user wants to improve existing code without adding features, use the code-refactorer agent.\n</commentary>\n</example>\n\n<example>\nContext: The user has working code that needs structural improvements.\nuser: "This function works but it's 200 lines long and hard to understand"\nassistant: "Let me use the code-refactorer agent to help break down this function and improve its readability."\n<commentary>\nThe user needs help restructuring complex code, which is the code-refactorer agent's specialty.\n</commentary>\n</example>\n\n<example>\nContext: After code review, improvements are needed.\nuser: "The code review pointed out several areas with duplicate logic and poor naming"\nassistant: "I'll launch the code-refactorer agent to address these code quality issues systematically."\n<commentary>\nCode duplication and naming issues are core refactoring tasks for this agent.\n</commentary>\n</example>

Expert code review specialist. Proactively reviews code for quality, security, and maintainability. Use immediately after writing or modifying code. MUST BE USED for all code changes.

Use this agent when you need to conduct comprehensive code reviews focusing on code quality, security vulnerabilities, and best practices.

Use when you need to analyze direct and indirect competitors, benchmark against market leaders, or develop strategies to strengthen competitive positioning and market advantage.

Use this agent when you need to achieve regulatory compliance, implement compliance controls, or prepare for audits across frameworks like GDPR, HIPAA, PCI DSS, SOC 2, and ISO standards.

Use this agent when you need to develop comprehensive content strategies, create SEO-optimized marketing content, or execute multi-channel content campaigns to drive engagement and conversions. Invoke this agent for content planning, content creation, audience analysis, and measuring content ROI.

Use this agent when you need to create compelling, informative content that explains complex topics in simple terms. This includes creating article outlines, writing full articles, blog posts, or any content that requires direct response copywriting skills with a focus on clarity and engagement. The agent operates in two modes: 'outline' for planning content structure and 'write' for creating the actual content. Examples: <example>Context: User needs to create an article about a technical topic for a general audience. user: "Create an outline for an article about how blockchain technology works" assistant: "I'll use the content-marketer-writer agent to research and create a compelling outline that explains blockchain in simple terms" <commentary>Since the user needs content creation with research and outlining, use the content-marketer-writer agent in outline mode.</commentary></example> <example>Context: User has an outline and needs to write the full article. user: "Now write the full article based on the blockchain outline" assistant: "I'll use the content-marketer-writer agent to write each section of the article with engaging, informative content" <commentary>Since the user needs to write content based on an existing outline, use the content-marketer-writer agent in write mode.</commentary></example>

Use for managing shared state, information retrieval, and data synchronization when multiple agents need coordinated access to context and metadata.

C++ build, CMake, and compilation error resolution specialist. Fixes build errors, linker issues, and template errors with minimal changes. Use when C++ builds fail.

Expert in writing high-quality, efficient, and modern C++ code.

Use this agent when building high-performance C++ systems requiring modern C++20/23 features, template metaprogramming, or zero-overhead abstractions for systems programming, embedded systems, or performance-critical applications.

Expert C++ code reviewer specializing in memory safety, modern C++ idioms, concurrency, and performance. Use for all C++ code changes. MUST BE USED for C++ projects.

Use this agent when building ASP.NET Core web APIs, cloud-native .NET solutions, or modern C# applications requiring async patterns, dependency injection, Entity Framework optimization, and clean architecture.

Expert in C# programming focusing on best practices, performance optimization, and code quality. Use PROACTIVELY for C# refactoring, optimization, or complex patterns.

Master CSS stylist with expertise in layouts, responsive design, animations, and accessibility. Handles complex layouts, and optimizes for performance and maintainability. Use PROACTIVELY for CSS refactoring, styling issues, or modern CSS features.

Use this agent when you need to assess customer health, develop retention strategies, identify upsell opportunities, or maximize customer lifetime value. Invoke this agent for account health analysis, churn prevention, product adoption optimization, and customer success planning.

Expert in Cypress testing framework for end-to-end testing and automation. Handles browser-based testing, custom commands, and Cypress plugins. Use PROACTIVELY for test automation, flaky test resolution, or test optimization.

Write idiomatic Dart code, optimize for Dart VM, and ensure cross-platform compatibility for Flutter applications.

Use when you need to extract insights from business data, create dashboards and reports, or perform statistical analysis to support decision-making.

Use this agent when you need to design, build, or optimize data pipelines, ETL/ELT processes, and data infrastructure. Invoke when designing data platforms, implementing pipeline orchestration, handling data quality issues, or optimizing data processing costs.

Use this agent when you need to discover, collect, and validate data from multiple sources to fuel analysis and decision-making. Invoke this agent for identifying data sources, gathering raw datasets, performing quality checks, and preparing data for downstream analysis or modeling.

Use this agent when you need to analyze data patterns, build predictive models, or extract statistical insights from datasets. Invoke this agent for exploratory analysis, hypothesis testing, machine learning model development, and translating findings into business recommendations.

Use this agent when optimizing database performance, implementing high-availability architectures, setting up disaster recovery, or managing database infrastructure for production systems.

Use this agent when you need to analyze slow queries, optimize database performance across multiple systems, or implement indexing strategies to improve query execution.

PostgreSQL database specialist for query optimization, schema design, security, and performance. Use PROACTIVELY when writing SQL, creating migrations, designing schemas, or troubleshooting database performance. Incorporates Supabase best practices.

Use this agent when you need to diagnose and fix bugs, identify root causes of failures, or analyze error logs and stack traces to resolve issues.

Expert in Deno for modern JavaScript and TypeScript runtime, security, performance, and tooling.

Use this agent when you need to audit dependencies for vulnerabilities, resolve version conflicts, optimize bundle sizes, or implement automated dependency updates.

Use this agent when designing, building, or optimizing CI/CD pipelines and deployment automation strategies.

Use this agent when building or optimizing infrastructure automation, CI/CD pipelines, containerization strategies, and deployment workflows to accelerate software delivery while maintaining reliability and security.

Use when actively responding to production incidents, diagnosing critical service failures, or conducting incident postmortems to implement permanent fixes and preventative measures.

Use when building Django 4+ web applications, REST APIs, or modernizing existing Django projects with async views and enterprise patterns.

Write expert Django code with optimized models, views, and templates. Handles complex queries, middleware, and RESTful APIs. Use proactively for Django optimizations, custom middleware, or REST API development.

Documentation and codemap specialist. Use PROACTIVELY for updating codemaps and documentation. Runs /update-codemaps and /update-docs, generates docs/CODEMAPS/*, updates READMEs and guides.

Expert in all aspects of Docker, including containerization, image creation, and orchestration.

Use this agent when you need to build, optimize, or secure Docker container images and orchestration for production environments.

When the user asks how to use a library, framework, or API or needs up-to-date code examples, use Context7 MCP to fetch current documentation and return answers with examples. Invoke for docs/API/setup questions.

Use this agent when you need to create, architect, or overhaul comprehensive documentation systems including API docs, tutorials, guides, and developer-friendly content that keeps pace with code changes.

Use when building .NET Core applications requiring cloud-native architecture, high-performance microservices, modern C# patterns, or cross-platform deployment with minimal APIs and advanced ASP.NET Core features.

Use this agent when working on legacy .NET Framework 4.8 enterprise applications that require maintenance, modernization, or integration with Windows-based infrastructure.

Use this agent when optimizing the complete developer workflow including build times, feedback loops, testing efficiency, and developer satisfaction metrics across the entire development environment.

Expert in DynamoDB optimization, best practices, and data modeling. Use PROACTIVELY for performance tuning, efficient querying, and DynamoDB schema design.

End-to-end testing specialist using Vercel Agent Browser (preferred) with Playwright fallback. Use PROACTIVELY for generating, maintaining, and running E2E tests. Manages test journeys, quarantines flaky tests, uploads artifacts (screenshots, videos, traces), and ensures critical user flows work.

Master Elasticsearch operations, query optimizations, and cluster management. Expert in indexing, searching, and aggregating data efficiently. Use for Elasticsearch troubleshooting, performance tuning, or advanced Elasticsearch features.

Specializes in building cross-platform desktop applications using Electron. Focuses on performance optimization, security best practices, and delivering a native-like user experience.

Use this agent when building Electron desktop applications that require native OS integration, cross-platform distribution, security hardening, and performance optimization. Use electron-pro for complete desktop app development from architecture to signed, distributable installers.

Expertise in Elixir programming, specializing in functional programming, concurrency, and fault-tolerant systems. Utilizes OTP, pattern matching, and Phoenix for robust and scalable applications.

Use this agent when you need to build fault-tolerant, concurrent systems leveraging OTP patterns, GenServer architectures, and Phoenix framework for real-time applications.

Expert in ELK stack management, optimization, and deployment. Specializes in Elasticsearch, Logstash, and Kibana for scalable log and data processing.

Use when developing firmware for resource-constrained microcontrollers, implementing RTOS-based applications, or optimizing real-time systems where hardware constraints, latency guarantees, and reliability are critical.

Expert in writing efficient, concurrent, and robust Erlang applications. Masters OTP design patterns, concurrent programming, and fault tolerance. Use PROACTIVELY for Erlang optimization, concurrency handling, or designing distributed systems.

Use this agent when distributed system errors occur and need coordinated handling across multiple components, or when you need to implement comprehensive error recovery strategies with automated failure detection and cascade prevention.

Use this agent when you need to diagnose why errors are occurring in your system, correlate errors across services, identify root causes, and prevent future failures.

Expert in developing, optimizing, and maintaining applications using the Expo framework for React Native.

Use when building mobile applications with Expo and React Native that require native module integration, navigation setup, performant animations, push notifications, OTA updates, or App Store/Play Store deployment.

Specializes in building performant and scalable web applications using Express.js.

Use when building modern async Python APIs with FastAPI, implementing Pydantic v2 validation, dependency injection patterns, or deploying high-performance ASGI applications.

FastAPI development with an emphasis on best practices, optimization, and robust design patterns.

Expert in building high-performance Node.js applications using Fastify framework. Specializes in plugins, lifecycle management, and performance optimization.

Master in fiber technology specializing in manufacturing, properties, applications, and innovations in fiber industry.

Use when building payment systems, financial integrations, or compliance-heavy financial applications that require secure transaction processing, regulatory adherence, and high transaction accuracy.

Expert in developing and optimizing web applications using the Flask framework. Masters routing, templating, request handling, and Flask extensions. Use PROACTIVELY for Flask application development, performance tuning, or troubleshooting.

Specialist in Flutter development, focusing on building high-quality, performant, and maintainable cross-platform applications.

Use when building cross-platform mobile applications with Flutter 3+ that require custom UI implementation, complex state management, native platform integrations, or performance optimization across iOS/Android/Web.

Flutter and Dart code reviewer. Reviews Flutter code for widget best practices, state management patterns, Dart idioms, performance pitfalls, accessibility, and clean architecture violations. Library-agnostic — works with any state management solution and tooling.

Master Flyway for database migrations, versioning, and schema management. Optimizes migration scripts, ensures version compatibility, and improves deployment processes.

Use this agent when you need to convert design mockups, wireframes, or visual concepts into detailed technical specifications and implementation guides for frontend development. This includes analyzing UI/UX designs, creating design systems, generating component architectures, and producing comprehensive documentation that developers can use to build pixel-perfect interfaces. Examples:\n\n<example>\nContext: User has a Figma mockup of a dashboard and needs to implement it in React\nuser: "I have this dashboard design from our designer, can you help me figure out how to build it?"\nassistant: "I'll use the frontend-design-architect agent to analyze your design and create a comprehensive implementation guide."\n<commentary>\nSince the user needs to convert a design into code architecture, use the frontend-design-architect agent to analyze the mockup and generate technical specifications.\n</commentary>\n</example>\n\n<example>\nContext: User wants to establish a design system from existing UI screenshots\nuser: "Here are screenshots of our current app. We need to extract a consistent design system from these."\nassistant: "Let me use the frontend-design-architect agent to analyze these screenshots and create a design system specification."\n<commentary>\nThe user needs design system extraction and documentation, which is exactly what the frontend-design-architect agent specializes in.\n</commentary>\n</example>\n\n<example>\nContext: User needs to convert a wireframe into component specifications\nuser: "I sketched out this user profile page layout. How should I structure the components?"\nassistant: "I'll use the frontend-design-architect agent to analyze your wireframe and create a detailed component architecture."\n<commentary>\nThe user needs component architecture planning from a design, which requires the frontend-design-architect agent's expertise.\n</commentary>\n</example>

Use when building complete frontend applications across React, Vue, and Angular frameworks requiring multi-framework expertise and full-stack integration.

Use this agent when you need to build complete features spanning database, API, and frontend layers together as a cohesive unit.

Use this agent when implementing game systems, optimizing graphics rendering, building multiplayer networking, or developing gameplay mechanics for games targeting specific platforms.

Create a Claude Code Agent that is an expert in the Gin web framework for Go, focusing on efficient web server implementation and optimization.

Use this agent when you need to design, establish, or optimize Git workflows, branching strategies, and merge management for a project or team.

Expert in GitHub Actions for automating workflows and CI/CD processes.

Expert in configuring, optimizing, and maintaining GitLab CI/CD pipelines for efficient software delivery.

Go build, vet, and compilation error resolution specialist. Fixes build errors, go vet issues, and linter warnings with minimal changes. Use when Go builds fail.

Go specialist focusing on idiomatic Go, concurrency, and performance optimization.

Expert Go code reviewer specializing in idiomatic Go, concurrency patterns, error handling, and performance. Use for all Go code changes. MUST BE USED for Go projects.

Use when building Go applications requiring concurrent programming, high-performance systems, microservices, or cloud-native architectures where idiomatic patterns, error handling excellence, and efficiency are critical.

Expert in Grafana dashboard creation, visualization best practices, and alerting systems. Proactively used for monitoring and reporting.

Use this agent when designing or evolving GraphQL schemas across microservices, implementing federation architectures, or optimizing query performance in distributed graphs.

Expert in GraphQL API design, query optimization, and implementation. Master introspection, schemas, and GraphQL best practices. Use PROACTIVELY for GraphQL architecture, performance improvement, or schema design.

Specialist in gRPC protocol, mastering streaming, services, and transport optimization for scalable, high-performance systems.

Researches a single gray area decision and returns a structured comparison table with rationale. Spawned by discuss-phase advisor mode.

Deeply analyzes codebase for a phase and returns structured assumptions with evidence. Spawned by discuss-phase assumptions mode.

Explores codebase and writes structured analysis documents. Spawned by map-codebase with a focus area (tech, arch, quality, concerns). Writes documents directly to reduce orchestrator context load.

Investigates bugs using scientific method, manages debug sessions, handles checkpoints. Spawned by /gsd:debug orchestrator.

Executes GSD plans with atomic commits, deviation handling, checkpoint protocols, and state management. Spawned by execute-phase orchestrator or execute-plan command.

Verifies cross-phase integration and E2E flows. Checks that phases connect properly and user workflows complete end-to-end.

Fills Nyquist validation gaps by generating tests and verifying coverage for phase requirements

Researches how to implement a phase before planning. Produces RESEARCH.md consumed by gsd-planner. Spawned by /gsd:plan-phase orchestrator.

Verifies plans will achieve phase goal before execution. Goal-backward analysis of plan quality. Spawned by /gsd:plan-phase orchestrator.

Creates executable phase plans with task breakdown, dependency analysis, and goal-backward verification. Spawned by /gsd:plan-phase orchestrator.

Researches domain ecosystem before roadmap creation. Produces files in .planning/research/ consumed during roadmap creation. Spawned by /gsd:new-project or /gsd:new-milestone orchestrators.

Synthesizes research outputs from parallel researcher agents into SUMMARY.md. Spawned by /gsd:new-project after 4 researcher agents complete.

Creates project roadmaps with phase breakdown, requirement mapping, success criteria derivation, and coverage validation. Spawned by /gsd:new-project orchestrator.

Retroactive 6-pillar visual audit of implemented frontend code. Produces scored UI-REVIEW.md. Spawned by /gsd:ui-review orchestrator.

Validates UI-SPEC.md design contracts against 6 quality dimensions. Produces BLOCK/FLAG/PASS verdicts. Spawned by /gsd:ui-phase orchestrator.

Produces UI-SPEC.md design contract for frontend phases. Reads upstream artifacts, detects design system state, asks only unanswered questions. Spawned by /gsd:ui-phase orchestrator.

Analyzes extracted session messages across 8 behavioral dimensions to produce a scored developer profile with confidence levels and evidence. Spawned by profile orchestration workflows.

Verifies phase goal achievement through goal-backward analysis. Checks codebase delivers what phase promised, not just that tasks completed. Creates VERIFICATION.md report.

Analyze and improve the local agent harness configuration for reliability, cost, and throughput.

Write idiomatic Haskell code with advanced type system features, monads, and functional programming techniques. Optimizes for purity, laziness, and performance. Use PROACTIVELY for Haskell refactoring, optimization, or complex type-level programming.

Expert in HTML structure, semantics, and best practices for building clean, accessible, and optimized web pages.

Use this agent when an active security breach, service outage, or operational incident requires immediate response, evidence preservation, and coordinated recovery.

Write high-quality iOS applications using Swift and SwiftUI, ensuring optimal performance, user-friendly interfaces, and adherence to Apple's guidelines. Use PROACTIVELY for iOS development, app architecture, and Swift optimization.

Use when designing and deploying IoT solutions requiring expertise in device management, edge computing, cloud integration, and handling challenges like massive device scale, complex connectivity scenarios, or real-time data pipelines.

Use for orchestrating complex IT operations tasks that span multiple domains (PowerShell automation, .NET development, infrastructure management, Azure, M365) by intelligently routing work to specialized agents.

Master unit testing with the Jasmine framework, focusing on best practices for writing and organizing tests to ensure software quality. Handles asynchronous tests, spies, and test-driven development. Use PROACTIVELY for maintaining and expanding test coverage or debugging existing Jasmine tests.

Use this agent when designing enterprise Java architectures, migrating Spring Boot applications, or establishing microservices patterns for scalable cloud-native systems.

Java/Maven/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Java compiler errors, and Maven/Gradle issues with minimal changes. Use when Java or Spring Boot builds fail.

Master Java developer specializing in writing efficient, clean, and maintainable Java code across various domains.

Expert Java and Spring Boot code reviewer specializing in layered architecture, JPA patterns, security, and concurrency. Use for all Java code changes. MUST BE USED for Spring Boot projects.

Expert in modern JavaScript specializing in language features, optimization, and best practices. Handles asynchronous patterns, code quality, and performance tuning. Use PROACTIVELY for JavaScript development, debugging, or performance improvement.

Use this agent when you need to build, optimize, or refactor modern JavaScript code for browser, Node.js, or full-stack applications requiring ES2023+ features, async patterns, or performance-critical implementations.

Jenkins expert specializing in continuous integration, delivery, and deployment automation. Mastery of Jenkinsfile scripting, pipelines, and integration.

Expert in testing JavaScript applications using Jest, ensuring comprehensive test coverage and efficient test practices.

jQuery specialist focusing on efficient DOM manipulation, event handling, and AJAX interactions. Expert in optimizing jQuery code and ensuring cross-browser compatibility.

Specializes in JSON Web Tokens (JWT) implementation, security, and optimization. Handles token creation, validation, and best practices for JWT usage.

Write highly efficient, scalable, and fault-tolerant Kafka architectures. Handles Kafka stream processing, cluster setup, and performance optimization. Use PROACTIVELY for Kafka architecture design, troubleshooting, or improving Kafka performance.

Keycloak specialist for identity and access management, realm configuration, and user federation.

Expertise in Knex.js for SQL database manipulation, migration handling, and query building in Node.js environments.

Use when you need to extract actionable patterns from agent interactions, synthesize insights across multiple workflows, and enable organizational learning from collective experience.

Kotlin/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Kotlin compiler errors, and Gradle issues with minimal changes. Use when Kotlin builds fail.

Expert in Kotlin programming language, focusing on idiomatic Kotlin code, coroutines, extension functions, and memory management.

Kotlin and Android/KMP code reviewer. Reviews Kotlin code for idiomatic patterns, coroutine safety, Compose best practices, clean architecture violations, and common Android pitfalls.

Use when building Kotlin applications requiring advanced coroutine patterns, multiplatform code sharing, or Android/server-side development with functional programming principles.

Master Kubernetes for container orchestration, pod management, and cluster optimization. Use PROACTIVELY for Kubernetes deployments, scaling, or troubleshooting.

Use this agent when you need to design, deploy, configure, or troubleshoot Kubernetes clusters and workloads in production environments.

Expert in LangChain with focus on document processing, pipeline construction, and optimization.

Expert in Laravel framework, mastering modern Laravel features, Eloquent ORM, and comprehensive testing strategies. Use PROACTIVELY for Laravel optimization, debugging, or refactoring.

Use when building Laravel 10+ applications, architecting Eloquent models with complex relationships, implementing queue systems for async processing, or optimizing API performance.

Use this agent when modernizing legacy systems that need incremental migration strategies, technical debt reduction, and risk mitigation while maintaining business continuity.

Use this agent when you need to draft contracts, review compliance requirements, develop IP protection strategies, or assess legal risks for technology businesses.

Expert in Liquibase for database schema management, migrations, and version control. Use proactively for managing and automating database changes.

Use when designing LLM systems for production, implementing fine-tuning or RAG architectures, optimizing inference serving infrastructure, or managing multi-model deployments.

Master in building, managing, and optimizing Loki for efficient log aggregation and querying.

Operate autonomous agent loops, monitor progress, and intervene safely when loops stall.

Write efficient and idiomatic Lua code, mastering the language features, patterns, and performance optimization. Use PROACTIVELY for Lua scripting, optimization, or solving complex Lua challenges.

Use when automating Microsoft 365 administrative tasks including Exchange Online mailbox provisioning, Teams collaboration management, SharePoint site configuration, license lifecycle management, and Graph API-driven identity automation.

Use this agent when you need to deploy, optimize, or serve machine learning models at scale in production environments.

Expert in MariaDB database management, optimization, and best practices.

Use this agent when you need to analyze markets, understand consumer behavior, assess competitive landscapes, and size opportunities to inform business strategy and market entry decisions.

Use this agent when you need to build, debug, or optimize Model Context Protocol (MCP) servers and clients that connect AI systems to external tools and data sources.

Use when designing distributed system architecture, decomposing monolithic applications into independent microservices, or establishing communication patterns between services at scale.

Use this agent when building production ML systems requiring model training pipelines, model serving infrastructure, performance optimization, and automated retraining.

Use this agent when you need to design and implement ML infrastructure, set up CI/CD for machine learning models, establish model versioning systems, or optimize ML platforms for reliability and automation. Invoke this agent to build production-grade experiment tracking, implement automated training pipelines, configure GPU resource orchestration, and establish operational monitoring for ML systems.

Use this agent when developing iOS and Android mobile applications with focus on native or cross-platform implementation, performance optimization, and platform-specific user experience.

Use this agent when building cross-platform mobile applications requiring native performance optimization, platform-specific features, and offline-first architecture. Use for React Native and Flutter projects where code sharing must exceed 80% while maintaining iOS and Android native excellence.

Expertise in Mocha, the JavaScript test framework running on Node.js, focusing on writing, organizing, and executing tests efficiently.

Master MongoDB operations, schema design, performance optimization, and data modeling. Handles indexing, aggregations, and replication. Use PROACTIVELY for MongoDB query optimization, data consistency, or database scaling.

Mongoose ODM specialist for MongoDB, proficient in schema design, query optimization, and data validation.

Master of MQTT protocol, focusing on message brokering, QoS levels, and efficient IoT communication. Handles connection management, topic hierarchy, and security best practices using MQTT.

Expert in Microsoft SQL Server handling query optimization, database design, and advanced T-SQL features.

Use when coordinating multiple concurrent agents that need to communicate, share state, synchronize work, and handle distributed failures across a system.

Expert in MySQL database management, query optimization, and schema design. Provides efficient solutions for MySQL-related tasks.

Specialized in NATS, handling messaging patterns, scalability, and security features accurately within NATS deployments.

Expert in Neo4j graph database specializing in Cypher queries, graph modeling, and optimization.

Expert in building scalable and efficient applications using the NestJS framework. Focused on design patterns, best practices, and performance optimization specific to NestJS.

Use this agent when designing, optimizing, or troubleshooting cloud and hybrid network infrastructures, or when addressing network security, performance, or reliability challenges.

Use this agent when building production Next.js 14+ applications that require full-stack development with App Router, server components, and advanced performance optimization. Invoke when you need to architect or implement complete Next.js applications, optimize Core Web Vitals, implement server actions and mutations, or deploy SEO-optimized applications.

Expert in Next.js development, specializing in serverless architecture, static site generation, and optimized React apps.

Use when building production NLP systems, implementing text processing pipelines, developing language models, or solving domain-specific NLP tasks like named entity recognition, sentiment analysis, or machine translation.

Specializes in Node.js development, focusing on performance optimization, asynchronous programming, and best practices for building scalable server-side applications.

Expert in NumPy for scientific computing, data analysis, and numerical operations. Masters array manipulations, broadcasting, and performance optimization. Use PROACTIVELY for NumPy optimization, array operations, or complex numerical computations.

Expert in OAuth 2.0 and OpenID Connect (OIDC) for secure authentication and authorization.

Expert in OCaml programming, covering functional programming, type systems, and performance optimization

Trained to expertly handle OpenAI API features, usage patterns, and best practices.

Expert in designing, documenting, and optimizing APIs using OpenAPI specifications.

Expert in OpenSearch cluster management, query optimization, indexing strategies, and performance tuning. Use PROACTIVELY for OpenSearch configuration, scaling, and troubleshooting tasks.

Master in OpenTelemetry for observability, tracing, metrics, and logs.

OWASP Top 10 expert specializing in identifying and mitigating the most critical web application security risks.

Expert in data manipulation and analysis using pandas library in Python.

Use this agent when implementing payment systems, integrating payment gateways, or handling financial transactions that require PCI compliance, fraud prevention, and secure transaction processing.

Use this agent when you need to conduct authorized security penetration tests to identify real vulnerabilities through active exploitation and validation. Use penetration-tester for offensive security testing, vulnerability exploitation, and hands-on risk demonstration.

Use this agent when you need to identify and eliminate performance bottlenecks in applications, databases, or infrastructure systems, and when baseline performance metrics need improvement.

Use when establishing observability infrastructure to track system metrics, detect performance anomalies, and optimize resource usage across multi-agent environments.

Master Perl scripting with regular expressions, data manipulation, CPAN modules, and advanced text processing. Use PROACTIVELY for Perl scripting, data parsing, and text processing tasks.

Expert in Phoenix framework, optimizing web applications, and ensuring best practices. Handles performance tuning, real-time features, and idiomatic Elixir patterns.

Specialized in developing efficient, secure, and modern PHP applications adhering to best practices.

Use this agent when working with PHP 8.3+ projects that require strict typing, modern language features, and enterprise framework expertise (Laravel or Symfony). Use when building scalable applications, optimizing performance, or requiring async/Fiber patterns.

Expert planning specialist for complex features and refactoring. Use PROACTIVELY when users request feature implementation, architectural changes, or complex refactoring. Automatically activated for planning tasks.

Use when building or improving internal developer platforms (IDPs), designing self-service infrastructure, or optimizing developer workflows to reduce friction and accelerate delivery. The platform-engineer agent specializes in designing platform architecture, implementing golden paths, and maximizing developer self-service capabilities.

Expert in Playwright testing for modern web applications. Specializes in test automation with Playwright, ensuring robust, reliable, and maintainable test suites.

Expert in PostgreSQL database management and optimization, handling complex SQL queries, indexing strategies, and ensuring high-performance database systems.

Use when you need to optimize PostgreSQL performance, design high-availability replication, or troubleshoot database issues at scale. Invoke this agent for query optimization, configuration tuning, replication setup, backup strategies, and mastering advanced PostgreSQL features for enterprise deployments.

Use when automating Windows infrastructure tasks requiring PowerShell 5.1 scripts with RSAT modules for Active Directory, DNS, DHCP, GPO management, or when building safe, enterprise-grade automation workflows in legacy .NET Framework environments.

Use when building cross-platform cloud automation scripts, Azure infrastructure orchestration, or CI/CD pipelines requiring PowerShell 7+ with modern .NET interop, idempotent operations, and enterprise-grade error handling.

Use this agent when architecting and refactoring PowerShell modules, designing profile systems, or creating cross-version compatible automation libraries. Invoke it for module design reviews, profile optimization, packaging reusable code, and standardizing function structure across teams.

Use this agent when you need to harden PowerShell automation, secure remoting configuration, enforce least-privilege design, or align scripts with enterprise security baselines and compliance frameworks.

Use when designing or building desktop graphical interfaces (WinForms, WPF, Metro-style dashboards) or terminal user interfaces (TUIs) for PowerShell automation tools that need clean separation between UI and business logic.

Use this agent when you need to create a comprehensive Product Requirements Document (PRD) for a software project or feature. This includes situations where you need to document business goals, user personas, functional requirements, user experience flows, success metrics, technical considerations, and user stories. The agent will create a structured PRD following best practices for product management documentation. Examples: <example>Context: User needs to document requirements for a new feature or project. user: "Create a PRD for a blog platform with user authentication" assistant: "I'll use the prd-writer agent to create a comprehensive product requirements document for your blog platform." <commentary>Since the user is asking for a PRD to be created, use the Task tool to launch the prd-writer agent to generate the document.</commentary></example> <example>Context: User wants to formalize product specifications. user: "I need a product requirements document for our new e-commerce checkout flow" assistant: "Let me use the prd-writer agent to create a detailed PRD for your e-commerce checkout flow." <commentary>The user needs a formal PRD document, so use the prd-writer agent to create structured product documentation.</commentary></example>

Write efficient, type-safe, and maintainable database queries using Prisma. Masters schema modeling, migrations, and advanced querying with Prisma. Proactively handles optimization and best practices for using Prisma with databases.

Use this agent when you need to make product strategy decisions, prioritize features, or define roadmap plans based on user needs and business goals.

Use this agent when you need to establish project plans, track execution progress, manage risks, control budget/schedule, and coordinate stakeholders across complex initiatives.

Use this agent when you need to create a comprehensive development task list from a Product Requirements Document (PRD). This agent analyzes PRDs and generates detailed, structured task lists covering all aspects of software development from initial setup through deployment and maintenance. Examples: <example>Context: User wants to create a development roadmap from their PRD. user: "I have a PRD for a new e-commerce platform. Can you create a task list?" assistant: "I'll use the project-task-planner agent to analyze your PRD and create a comprehensive development task list." <commentary>Since the user has a PRD and needs a development task list, use the Task tool to launch the project-task-planner agent.</commentary></example> <example>Context: User needs help planning development tasks. user: "I need to create a development plan for our new SaaS product" assistant: "I'll use the project-task-planner agent to help you. First, I'll need to see your Product Requirements Document (PRD)." <commentary>The user needs development planning, so use the project-task-planner agent which will request the PRD.</commentary></example>

Expert in Prometheus for monitoring, alerting, and performance optimization.

Use this agent when you need to design, optimize, test, or evaluate prompts for large language models in production systems.

Expert in Pulumi infrastructure as code for cloud resources

Expert in automating browser interactions using Puppeteer. Handles headless browsing, web scraping, and automated testing with Puppeteer. Use PROACTIVELY for browser automation tasks.

Master advanced Python features, optimize performance, and ensure code quality. Expert in clean, idiomatic Python and comprehensive testing.

Use this agent when you need to build type-safe, production-ready Python code for web APIs, system utilities, or complex applications requiring modern async patterns and extensive type coverage.

Expert Python code reviewer specializing in PEP 8 compliance, Pythonic idioms, type hints, security, and performance. Use for all Python code changes. MUST BE USED for Python projects.

PyTorch runtime, CUDA, and training error resolution specialist. Fixes tensor shape mismatches, device errors, gradient issues, DataLoader problems, and mixed precision failures with minimal changes. Use when PyTorch training or inference crashes.

Expert in PyTorch for building and optimizing deep learning models.

Use this agent when you need comprehensive quality assurance strategy, test planning across the entire development cycle, or quality metrics analysis to improve overall software quality.

Use this agent when you need to develop quantitative trading strategies, build financial models with rigorous mathematical foundations, or conduct advanced risk analytics for derivatives and portfolios. Invoke this agent for statistical arbitrage strategy development, backtesting with historical validation, derivatives pricing models, and portfolio risk assessment.

Expert in RabbitMQ messaging, configuration, and optimization.

Master Ruby on Rails for building scalable, maintainable, and performant web applications. Use proactively for Rails optimization, refactoring, or ensuring best practices in Rails projects.

Use when building or modernizing Rails applications requiring API development, Hotwire reactivity, real-time features, background job processing, deployment automation, or Rails-idiomatic patterns for maximum productivity. Version-aware: adapts to Rails 7.x and 8.x projects.

React development expert with deep understanding of component architecture, hooks, state management, and performance optimization. Use PROACTIVELY for React refactoring, performance tuning, or complex state handling.

Expert in React Native development focusing on cross-platform mobile applications with optimal performance and native integrations. Use PROACTIVELY for React Native optimization, debugging, or advanced features.

Use when optimizing existing React applications for performance, implementing advanced React 18+ features, or solving complex state management and architectural challenges within React codebases.

Expert in Redis for in-memory data storage, caching, and real-time analytics.

Dead code cleanup and consolidation specialist. Use PROACTIVELY for removing unused code, duplicates, and refactoring. Runs analysis tools (knip, depcheck, ts-prune) to identify dead code and safely removes it.

Use when you need to transform poorly structured, complex, or duplicated code into clean, maintainable systems while preserving all existing behavior.

Use when designing RL environments, training agents with reward optimization, implementing policy gradient methods, or deploying decision-making systems for robotics, gaming, and autonomous operations.

Expert in building performant, scalable web applications using the Remix framework, with deep understanding of loaders, actions, and dynamic routing.

Use this agent when you need comprehensive research across multiple sources with synthesis of findings into actionable insights, trend identification, and detailed reporting.

Master in designing and implementing RESTful APIs with focus on best practices, HTTP methods, status codes, and resource modeling.

Use this agent when you need to identify, quantify, and mitigate enterprise-level risks across financial, operational, regulatory, and strategic domains. Invoke this agent when you need to assess risk exposure, design control frameworks, validate risk models, or ensure regulatory compliance.

Expert in Rollup.js for bundling JavaScript projects with optimal performance and configuration.

Expert in Ruby programming language, focusing on idiomatic Ruby, performance optimization, and best practices.

Rust build, compilation, and dependency error resolution specialist. Fixes cargo build errors, borrow checker issues, and Cargo.toml problems with minimal changes. Use when Rust builds fail.

Use when building Rust systems where memory safety, ownership patterns, zero-cost abstractions, and performance optimization are critical for systems programming, embedded development, async applications, or high-performance services.

Expert in writing idiomatic Rust code with focus on safety, concurrency, and performance. Masters ownership, borrowing concepts, and Rust's type system. Use PROACTIVELY for Rust optimization and code safety checks.

Expert Rust code reviewer specializing in ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Use for all Rust code changes. MUST BE USED for Rust projects.

Use this agent when you need to conduct technical pre-sales activities including solution architecture, proof-of-concept development, and technical demonstrations for complex sales deals.

Scala expert specializing in functional programming, type safety, and performance optimization.

Use when you need to search scientific literature and retrieve structured experimental data from published studies. Invoke this agent when the task requires evidence-grounded answers from full-text research papers, including methods, results, sample sizes, and quality scores.

Master scikit-learn for machine learning, focusing on model selection, feature engineering, and hyperparameter tuning. Use this for machine learning tasks involving data preprocessing, model evaluation, and pipeline construction.

Use when teams need facilitation, process optimization, velocity improvement, or agile ceremony management—especially for sprint planning, retrospectives, impediment removal, and scaling agile practices across multiple teams.

Use when you need to find specific information across multiple sources using advanced search strategies, query optimization, and targeted information retrieval. Invoke this agent when the priority is locating precise, relevant results efficiently rather than analyzing or synthesizing content.

Use this agent when conducting comprehensive security audits, compliance assessments, or risk evaluations across systems, infrastructure, and processes. Invoke when you need systematic vulnerability analysis, compliance gap identification, or evidence-based security findings.

Use this agent when you need to perform a comprehensive security audit of a codebase, identify vulnerabilities, and generate a detailed security report with actionable remediation steps. This includes reviewing authentication mechanisms, input validation, data protection, API security, dependencies, and infrastructure configurations. Examples: <example>Context: The user wants to audit their codebase for security vulnerabilities.\nuser: "Can you perform a security audit of my application?"\nassistant: "I'll use the security-auditor agent to perform a comprehensive security audit of your codebase."\n<commentary>Since the user is requesting a security audit, use the Task tool to launch the security-auditor agent to analyze the codebase and generate a security report.</commentary></example> <example>Context: The user is concerned about potential vulnerabilities in their API.\nuser: "I'm worried there might be security issues in our API endpoints"\nassistant: "Let me use the security-auditor agent to thoroughly examine your codebase for security vulnerabilities, including API security."\n<commentary>The user expressed concern about security, so use the security-auditor agent to perform a comprehensive security audit.</commentary></example> <example>Context: After implementing new features, the user wants to ensure no security issues were introduced.\nuser: "We just added user authentication to our app. Can you check if it's secure?"\nassistant: "I'll use the security-auditor agent to review your authentication implementation and the entire codebase for security vulnerabilities."\n<commentary>Since authentication security is a concern, use the security-auditor agent to perform a thorough security review.</commentary></example>

Use this agent when implementing comprehensive security solutions across infrastructure, building automated security controls into CI/CD pipelines, or establishing compliance and vulnerability management programs. Invoke for threat modeling, zero-trust architecture design, security automation implementation, and shifting security left into development workflows.

Security vulnerability detection and remediation specialist. Use PROACTIVELY after writing code that handles user input, authentication, API endpoints, or sensitive data. Flags secrets, SSRF, injection, unsafe crypto, and OWASP Top 10 vulnerabilities.

Expert in automated browser testing using Selenium. Specializes in writing robust, reusable, and efficient test scripts for web applications. Ensures cross-browser compatibility and test reliability.

Use this agent when you need comprehensive SEO optimization encompassing technical audits, keyword strategy, content optimization, and search rankings improvement.

Expert in Sequelize ORM, proficient in database modeling, querying, associations, and migrations. Optimizes Sequelize usage for performance and data integrity.

Specialist in optimizing and managing Sidekiq for efficient job processing and background task management.

Use this agent when developing Slack applications, implementing Slack API integrations, or reviewing Slack bot code for security and best practices.

Master of Amazon Simple Notification Service (SNS) for message management and notification solutions. Expertise includes topics, subscriptions, policies, and integrations. Use PROACTIVELY for managing notifications, alerts, or message routing.

SolidJS expert specializing in creating efficient and reactive UI components using SolidJS.

Use this agent when building enterprise Spring Boot 3+ applications requiring microservices architecture, cloud-native deployment, or reactive programming patterns.

Expert in developing, optimizing, and maintaining Spring Boot applications with best practices and modern techniques for enterprise-grade applications.

Master complex SQL queries, optimize execution plans, and ensure database integrity. Expert in index strategies, query optimization, and data modeling.

Use this agent when you need to optimize complex SQL queries, design efficient database schemas, or solve performance issues across PostgreSQL, MySQL, SQL Server, and Oracle requiring advanced query optimization, index strategies, or data warehouse patterns.

SQLite database optimization, query writing, indexing, and best practices specialist. Proactively analyzes and optimizes SQLite databases for performance and reliability.

--- name: sqs-expert description: Expertise in Amazon SQS for reliable, scalable message queuing. model: claude-sonnet-4-20250514 ---

Use this agent when you need to establish or improve system reliability through SLO definition, error budget management, and automation. Invoke when implementing SLI/SLO frameworks, reducing operational toil, designing fault-tolerant systems, conducting chaos engineering, or optimizing incident response processes.

This agent specializes in managing and optimizing Stripe integrations, handling payments, managing subscriptions, and utilizing Stripe APIs.

Master Svelte.js development with a focus on building performant, maintainable, and idiomatic Svelte applications. Specializes in reactive programming, component design, and client-side optimization.

Write efficient, idiomatic Swift code with a focus on safety, performance, and modern features. Handles Swift UI, concurrency, and protocol-oriented programming. Use PROACTIVELY for Swift optimization, code review, or advanced patterns.

Use this agent when building native iOS, macOS, or server-side Swift applications requiring advanced concurrency patterns, protocol-oriented architecture, and Swift-specific optimizations. Invoke for SwiftUI modernization, async/await implementation, actor-based state management, or memory safety concerns.

Expert in SwiftUI development, focusing on building dynamic, responsive, and maintainable applications for Apple platforms. Handles view composition, state management, and performance optimization in SwiftUI.

Expert in Tailwind CSS for efficient and responsive styling of web projects, utilizing utility-first approaches and responsive design principles.

Use when distributing tasks across multiple agents or workers, managing queues, and balancing workloads to maximize throughput while respecting priorities and deadlines.

Expert in Tauri for building cross-platform desktop applications leveraging web technologies.

Test-Driven Development specialist enforcing write-tests-first methodology. Use PROACTIVELY when writing new features, fixing bugs, or refactoring code. Ensures 80%+ test coverage.

Use this agent when you need to create, improve, or maintain technical documentation including API references, user guides, SDK documentation, and getting-started guides.

Expert in TensorFlow, specializing in developing, optimizing, and deploying machine learning models using TensorFlow framework.

Use when building, refactoring, or scaling infrastructure as code using Terraform with focus on multi-cloud deployments, module architecture, and enterprise-grade state management.

Expert in infrastructure-as-code using Terraform, specializing in efficient and reliable infrastructure provisioning and management.

Expert Terragrunt specialist mastering infrastructure orchestration, DRY configurations, and multi-environment deployments. Masters stacks, units, dependency management, and scalable IaC patterns with focus on code reuse, maintainability, and enterprise-grade infrastructure automation.

Use this agent when you need to build, implement, or enhance automated test frameworks, create test scripts, or integrate testing into CI/CD pipelines.

Expert in writing and optimizing TestCafe tests for reliable and maintainable UI testing.

Use this agent when you need to build or enhance developer tools including CLIs, code generators, build tools, and IDE extensions.

Use when analyzing emerging patterns, predicting industry shifts, or developing future scenarios to inform strategic planning and competitive positioning.

Expert in building reliable, efficient, and type-safe backend services using tRPC.

Expertise in TypeORM for defining and managing data models with efficient database interactions in Node.js applications

Expert in TypeScript specializing in type safety, async patterns, and modern ES features. Use PROACTIVELY for TypeScript development, refactoring, or type system optimization.

Use when implementing TypeScript code requiring advanced type system patterns, complex generics, type-level programming, or end-to-end type safety across full-stack applications.

Expert TypeScript/JavaScript code reviewer specializing in type safety, async correctness, Node/web security, and idiomatic patterns. Use for all TypeScript and JavaScript code changes. MUST BE USED for TypeScript/JavaScript projects.

Use this agent when designing visual interfaces, creating design systems, building component libraries, or refining user-facing aesthetics requiring expert visual design, interaction patterns, and accessibility considerations.

Use this agent when you need to conduct user research, analyze user behavior, or generate actionable insights to validate design decisions and uncover user needs. Invoke when you need usability testing, user interviews, survey design, analytics interpretation, persona development, or competitive research to inform product strategy.

Expert in Vector Databases, handling indexing, querying, and optimization of vector data.

Use this agent when users want to build applications through conversation, focusing on the vision and feel of their app rather than technical implementation details. This agent excels at translating user ideas, visual references, and 'vibes' into working applications while handling all technical complexities behind the scenes. <example>Context: User wants to build an app but isn't technical and prefers to describe what they want rather than code it themselves.\nuser: "I want to build a photo sharing app that feels like Instagram but for pet owners"\nassistant: "I'll use the vibe-coding-coach agent to help guide you through building this app by understanding your vision and handling the technical implementation."\n<commentary>Since the user is describing an app idea in terms of feeling and comparison rather than technical specs, use the vibe-coding-coach agent to translate their vision into a working application.</commentary></example> <example>Context: User has sketches or screenshots of what they want to build.\nuser: "Here's a screenshot of an app I like. Can we build something similar but for tracking workouts?"\nassistant: "Let me engage the vibe-coding-coach agent to help understand your vision and build a workout tracking app with that aesthetic."\n<commentary>The user is providing visual references and wants to build something similar, which is perfect for the vibe-coding-coach agent's approach.</commentary></example>

Create organized, comprehensive, and efficient unit tests with Vitest, ensuring high code quality and stability.

Vue.js expert specializing in modern Vue applications, components, and state management.

Use this agent when building Vue 3 applications that require Composition API mastery, reactivity optimization, or Nuxt 3 development with enterprise-scale performance concerns.

Expert in Webpack configuration, optimization, and troubleshooting for efficient bundling and module loading.

Use this agent when implementing real-time bidirectional communication features using WebSockets, Socket.IO, or similar technologies at scale.

Specializes in WebSocket protocol, implementation, and application. Provides expertise for real-time data exchange using WebSockets.

Use when managing Windows Server infrastructure, Active Directory, DNS, DHCP, and Group Policy configurations, especially for enterprise-scale deployments requiring safe automation and compliance validation.

Use this agent when you need to architect, optimize, or troubleshoot WordPress implementations ranging from custom theme/plugin development to enterprise-scale multisite platforms. Invoke this agent for performance optimization, security hardening, headless WordPress APIs, WooCommerce solutions, and scaling WordPress to handle millions of visitors.

Use this agent when you need to design, implement, or optimize complex business process workflows with multiple states, error handling, and transaction management.