qwen-orchestrator

Use when implementing accessible web content following WCAG 2.1 AA standards, semantic HTML, ARIA attributes, keyboard navigation, and screen reader support. Includes accessibility testing, compliance verification, and inclusive design practices. Based on CPACC certification and W3C WCAG standards.

Use when coordinating multiple agents for complex tasks, managing agent teams, or delegating work across specialized agents. Includes patterns for agent communication, task delegation, and team coordination following Qwen Orchestrator conventions. Based on agent collaboration patterns and distributed systems best practices.

Use when managing agile projects, facilitating Scrum ceremonies, conducting backlog grooming, sprint planning, velocity tracking, and implementing Kanban workflows. Includes agile metrics, team dynamics, and agile transformation guidance. Based on CSM, CSP, PRINCE2 certifications.

Use when verifying AI-generated content, validating claims, checking source credibility, implementing evidence-based reasoning, and preventing AI hallucinations. Includes source verification, fact-checking, and validation frameworks. Based on information verification best practices and AI safety guidelines.

Anti-pattern detection and prevention skill. Catches hardcoded data, non-functional UI elements, placeholder code, N+1 queries, and other common development anti-patterns before they ship.

RESTful and GraphQL API design skill with endpoint patterns, request/response schemas, versioning, pagination, filtering, error handling, and API documentation.

Use when creating API documentation, implementing OpenAPI specifications, writing Swagger documentation, creating GraphQL schemas, and generating SDKs. Includes documentation best practices, API versioning, and API documentation automation. Based on CPTD and OpenAPI Specification certifications.

System architecture design skill with pattern recognition, trade-off analysis, and documentation. Use when designing new features, evaluating architecture decisions, or planning system refactoring.

Use when designing system architecture, selecting architectural patterns, making trade-off decisions, and implementing scalable, maintainable systems. Includes layered architecture, microservices, domain-driven design, and cloud architecture patterns. Based on software architecture certifications and industry-standard architecture patterns.

Use when developing and deploying AWS serverless applications, configuring Lambda functions, API Gateway, SAM templates, and optimizing serverless performance. Includes Lambda best practices, API Gateway configuration, and serverless architecture patterns. Based on AWS Certified Solutions Architect and AWS Certified Developer certifications.

Use when deploying applications to Cloudflare Pages, configuring edge functions, caching strategies, and optimizing performance on Cloudflare's global network. Includes Wrangler CLI, edge computing, and global distribution. Based on Cloudflare Certified Developer and edge computing best practices.

Use when developing and deploying Cloudflare Workers, implementing edge computing logic, optimizing performance, and configuring global distribution. Includes Workers API, KV storage, Durable Objects, and performance optimization. Based on Cloudflare Certified Developer and edge computing best practices.

Professional code review skill following OWASP, SOLID, and Clean Code principles. Use when reviewing code changes, performing pull request reviews, or auditing existing code for quality issues.

Context compaction recovery skill that preserves mission state across session compaction events. Ensures TODO items, sub-task details, and implementation progress survive context window compression.

Context7 MCP integration skill for real-time documentation lookup. Use whenever an agent encounters an unfamiliar API, library, framework, or pattern. Queries Context7 to fetch verified, version-specific docs. The primary defense against hallucinated API signatures.

Use when implementing complete CRUD operations, including Create, Read, Update, Delete patterns with proper validation, error handling, and business logic. Includes soft delete, restore, bulk operations, and CRUD best practices. Based on enterprise application patterns and API design standards.

Use when implementing database security controls, encryption, access control, audit logging, compliance, and database hardening. Includes data masking, row-level security, encryption at rest and in transit, and database security best practices. Based on CISSP, CDP certifications.

Systematic debugging skill with structured investigation methodology. Use when troubleshooting bugs, investigating failures, or diagnosing unexpected behavior in production or development.

Deployment and DevOps skill covering CI/CD pipelines, containerization, infrastructure as code, and release management. Use when setting up deployment pipelines, Docker configurations, or release processes.

Professional design system with color palette rules, typography, spacing, multi-page architecture, service/product detail pages, navigation limits, no-emoji policy, section spacing, and deployment guides (Astro + Cloudflare). Enforces multi-page website structure with individual service/product pages.

Use when designing and implementing CI/CD pipelines, deployment strategies, infrastructure as code, monitoring setup, and DevOps best practices. Includes GitHub Actions, Docker, Kubernetes, and deployment patterns. Based on Azure DevOps, CODING DevOps, and DevOps certification standards.

Use when designing disaster recovery plans, implementing backup strategies, creating restore procedures, setting up failover systems, and defining RTO/RPO targets. Includes DR testing, recovery sites, and disaster recovery best practices. Based on CISSP, CDRP certifications.

Use when containerizing applications with Docker, implementing multi-stage builds, security hardening, image optimization, Docker Compose orchestration, and container best practices. Includes Dockerfile patterns, layer caching, and production-ready configurations.

Use when creating and maintaining project documentation, writing README files, documenting APIs, establishing documentation standards, and building knowledge bases. Includes Markdown, ADRs, API docs, and documentation automation. Based on software documentation certification standards and technical writing best practices.

Domain-Driven Design skill for building complete business modules for building complete business modules. Ensures every business module has all sub-modules identified, complete CRUD operations, proper relationships, and no mock/placeholder implementations.

Professional organization for large-scale ERP, SaaS, and enterprise projects. Use when setting up new projects or refactoring existing codebases to establish clear rules, workflows, module boundaries, and maintainability standards. Based on enterprise software architecture certifications and industry best practices.

Flutter Web development patterns — responsive layouts with LayoutBuilder (600px breakpoint), adaptive widgets (Material + Cupertino), state management (lift state up, Riverpod/Bloc), single codebase for mobile/web/desktop, SEO meta tags, URL routing with go_router, performance optimization.

Git workflow and version control skill covering branching strategies, commit conventions, merge conflict resolution, and collaborative development patterns.

Use when creating GitHub Actions workflows, implementing CI/CD pipelines, configuring runners, matrices, environments, secrets, artifacts, caching, concurrency, reusable workflows, composite actions, Docker/npm actions, marketplace integration, workflow optimization, security hardening, and production CI/CD best practices.

Use when designing GraphQL APIs with schema-first or code-first approaches, implementing resolvers, DataLoader patterns, subscriptions, Apollo Federation, error handling, authentication, authorization, pagination, and production best practices. Includes SDL patterns, Relay spec, and performance optimization.

Use when deploying applications to Kubernetes, implementing deployment strategies, pod security, resource management, horizontal pod autoscaling, service mesh, ingress controllers, secrets management, and production-ready cluster configurations. Includes Helm charts, Kustomize, GitOps, and CKA/CKAD/CKS best practices.

Use when building LLM applications with LangChain, implementing chains, agents, tools, memory, prompts, and retrieval systems. Includes best practices for prompt engineering, tool integration, and agent development. Based on LangChain/LangGraph official documentation and agent development best practices.

Use when building stateful agents and workflows with LangGraph, implementing graph-based architectures, managing state persistence, human-in-the-loop capabilities, and multi-agent systems. Includes Python and JavaScript implementations. Based on LangChain/LangGraph official documentation and agent development best practices.

Laravel PHP framework development patterns — Eloquent ORM with factories and relationships, Form Requests for validation, Service Container and dependency injection, API resources for JSON APIs, Blade templating, queue jobs with ShouldQueue, middleware layers, policy-based authorization, migrations, and artisan commands.

Use when integrating LLM providers (OpenAI, DeepSeek, OpenRouter, Anthropic, Google), configuring API keys, optimizing costs, implementing rate limiting, and managing LLM usage across projects. Includes best practices for cost optimization and API management. Based on OpenAI, Anthropic, Google, and other LLM provider official documentation.

Use when designing and executing load testing, stress testing, endurance testing, spike testing, and performance testing. Includes test planning, test script creation, result analysis, and performance optimization. Based on CPE certification and performance testing best practices.

Use when identifying and preventing infinite loops, detecting loop patterns, implementing loop exit strategies, and creating loop safety mechanisms. Includes loop analysis, timeout patterns, and loop monitoring. Based on programming best practices and loop safety patterns.

Use when designing and implementing microservices architectures, domain-driven design, service boundaries, event-driven communication, and distributed systems patterns. Includes CQRS, sagas, service discovery, and API gateway patterns. Based on Certified Microservices Architect (CMA) certification and microservices best practices.

Mobile app performance optimization, startup time, memory management, and battery efficiency

Guide for designing lead generation funnels across multiple messaging platforms (WhatsApp, WeChat, Telegram, Facebook, Instagram, LINE, etc.) with funnel architecture, platform-specific patterns, and conversion optimization