
REST API and GraphQL design with OpenAPI 3.1, authentication, versioning, and rate limiting.
Adaptive communication patterns and role selection based on user expertise level and request type. Use for personalized user interactions, expertise detection, and dynamic communication adaptation.
Ruby 3.4+ best practices with RSpec 4, RuboCop 2, Bundler, and Rails 8 patterns.
Analyzes CSV files, generates summary stats, and plots quick visualizations using Python and pandas.
Intelligent cover letter formatting with semantic understanding of structure and content (project, gitignored)
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Tailor resumes to job descriptions using verified achievements from your lexicon - never fabricates, always traceable to source
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification
Applies a modified Fagan Inspection methodology to systematically resolve persistent bugs and complex issues. Use when multiple previous fix attempts have failed repeatedly, when dealing with intricate system interactions, or when a methodical root cause analysis is needed. Do not use for simple troubleshooting. Triggers after multiple failed debugging attempts on the same complex issue.
Enterprise interactive survey orchestrator with AskUserQuestion tool integration, multi-select support, conditional branching, error recovery, and production-grade decision automation across all Alfred workflows; activates for requirement clarification, architectural decisions, risky operations, feature selection, and complex multi-step user interactions
Claude Code memory management, context persistence, and knowledge retention. Use when managing session memory, persisting context, or optimizing knowledge retention.
AI-powered enterprise skill creation orchestrator with intelligent discovery, predictive optimization, ML-based content generation, and Context7-enhanced development patterns. Use when creating smart skill systems, implementing AI-driven skill generation, optimizing skill performance with machine learning, or building enterprise-grade skill factories with automated compliance and governance.
Comprehensive change tracking and audit logging system that monitors file modifications, code changes, and project evolution. Use when tracking project history, maintaining audit trails, analyzing development patterns, or when detailed change documentation is required for compliance and team collaboration.. Enhanced with Context7 MCP for up-to-date documentation.
Enterprise-grade Context7 MCP integration patterns for language-specific documentation access with real-time library resolution and intelligent caching
Enhanced docs generation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation
Enterprise database architecture specialist with PostgreSQL 17, MySQL 8.4 LTS, MongoDB 8.0, Redis 7.4 expertise. Master connection pooling, query optimization, caching strategies, and database DevOps automation. Build scalable, resilient database systems with comprehensive monitoring and disaster recovery.
SPEC document management - lifecycle, versioning, approval workflows, 50+ references, SPEC-first TDD integration
Kotlin 2.0 Multiplatform Enterprise Development with KMP, Coroutines, Compose Multiplatform, and Context7 MCP integration. Advanced patterns for mobile, backend, and cross-platform development.
R 4.4+ best practices with testthat 3.2, lintr 3.2, and data analysis patterns.
Scala 3.6+ best practices with ScalaTest 3.2, sbt 1.10, functional programming patterns, and Play Framework.
Enterprise Skill for advanced development
Comprehensive API security for REST, GraphQL, and gRPC services with OAuth 2.1 authentication, JWT validation, rate limiting, and enterprise protection patterns.
Enterprise Skill for advanced development
AI-powered enterprise MCP (Model Context Protocol) server orchestrator with intelligent plugin management, predictive optimization, ML-based performance analysis, and Context7-enhanced integration patterns. Use when creating smart MCP systems, implementing AI-driven plugin discovery, optimizing MCP performance with machine learning, or building enterprise-grade server architecture with automated compliance and governance.
AI-powered enterprise skill creation orchestrator with intelligent discovery, predictive optimization, ML-based content generation, and Context7-enhanced development patterns. Use when creating smart skill systems, implementing AI-driven skill generation, optimizing skill performance with machine learning, or building enterprise-grade skill factories with automated compliance and governance.
Design system patterns, W3C DTCG 2025.10 token architecture, WCAG 2.2 accessibility standards, and Figma MCP workflows for consistent, accessible UI development
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
{{LANGUAGE_NAME}} best practices with modern frameworks, {{PRIMARY_DOMAIN}}, and performance optimization for 2025
Comprehensive API security for REST, GraphQL, and gRPC services with OAuth 2.1 authentication, JWT validation, rate limiting, and enterprise protection patterns.
Enterprise DevOps with Kubernetes 1.31, Docker 27.x, Terraform 1.9, GitHub Actions, monitoring with Prometheus/Grafana, and cloud-native architectures
Claude Code Commands system, workflow orchestration, and command-line interface patterns. Use when creating custom commands, managing workflows, or implementing CLI interfaces.
Auto-detects project language and framework from package.json, pyproject.toml, Cargo.toml, go.mod, and other configuration files with comprehensive pattern matching based on 17,253+ production code examples.
Enhanced docs unified with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enterprise-grade security expertise with production-ready patterns for OWASP Top 10 2021, zero-trust architecture, threat modeling (STRIDE, PASTA), secure SDLC, DevSecOps automation, cloud security, cryptography, identity & access management, and compliance frameworks (SOC 2, ISO 27001, GDPR, CCPA).
Enterprise Supabase PostgreSQL Platform with AI-powered open-source BaaS architecture, Context7 integration, and intelligent PostgreSQL orchestration for scalable modern applications
Auto-detects project language and framework from package.json, pyproject.toml, Cargo.toml, go.mod, and other configuration files with comprehensive pattern matching based on 17,253+ production code examples.
Enterprise Vercel Edge Platform with AI-powered modern deployment, Context7 integration, and intelligent edge orchestration for scalable web applications
Enterprise-grade Context7 MCP integration patterns for language-specific documentation access with real-time library resolution and intelligent caching
Extract clean article content from URLs (blog posts, articles, tutorials) and save as readable text. Use when user wants to download, extract, or save an article/blog post from a URL without ads, navigation, or clutter.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
Co-create any professional writing through Socratic dialogue using established voice patterns
Develop authentic cover letter narrative using philosophy, patterns, and job's cultural requirements
Use when configuring Karabiner-Elements keyboard customizations, before writing JSON - provides systematic workflow for complex modifications with correct structure, common patterns, and guidance on manual vs generator approaches
Use when invalid data causes failures deep in execution, requiring validation at multiple system layers - validates at every layer data passes through to make bugs structurally impossible
Use when you work with Swift code or Xcode tooling - establishes style guidelines, teaches you vital Swift techniques, and how to use Xcode build tools
Use when you work with Swift code or Xcode tooling - establishes style guidelines, teaches you vital Swift techniques, and how to use Xcode build tools
Use when facing 3+ independent failures that can be investigated without shared state or dependencies - dispatches multiple Claude agents to investigate and fix independent problems concurrently
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Use when partner provides a complete implementation plan to execute in controlled batches with review checkpoints - loads plan, reviews critically, executes tasks in batches, reports for review between batches
Use when analyzing FileMaker DDR to extract calculations, custom functions, and business logic for PostgreSQL import processes or maintenance scripts - focuses on understanding and adapting FileMaker logic rather than direct schema migration
Use when encountering unfamiliar import statements; when exploring a dependency's API; when user asks "what's import X?", "what does import X do?", or about package documentation. - Generates comprehensive API documentation for Swift package dependencies on-demand. This skill helps you quickly obtain documentation for packages used in Xcode projects when you encounter unfamiliar module imports. Automatically resolves modules to packages and caches documentation for reuse. This is the primary tool for understanding individual `import` statements.
Applies current Go testing best practices. Use when writing or modifying Go test files or advising on Go testing strategies.
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Agent Factory master skill for intelligent Claude Code agent generation. Includes requirement analysis, domain detection, model selection, template system, validation framework, and advanced features. Contains algorithms, workflows, and patterns.
Agent Factory master skill for intelligent Claude Code agent generation. Includes requirement analysis, domain detection, model selection, template system, validation framework, and advanced features. Contains algorithms, workflows, and patterns.
Enterprise interactive survey orchestrator with AskUserQuestion tool integration, multi-select support, conditional branching, error recovery, and production-grade decision automation across all Alfred workflows; activates for requirement clarification, architectural decisions, risky operations, feature selection, and complex multi-step user interactions
Enterprise interactive survey orchestrator with AskUserQuestion tool integration, multi-select support, conditional branching, error recovery, and production-grade decision automation across all Alfred workflows; activates for requirement clarification, architectural decisions, risky operations, feature selection, and complex multi-step user interactions
Enterprise Master-Clone pattern implementation guide for complex multi-step tasks with full project context, autonomous delegation, parallel processing, and intelligent task distribution; activates for large-scale migrations, complex refactoring, parallel exploration, architecture restructuring, and multi-file transformations
Enterprise Master-Clone pattern implementation guide for complex multi-step tasks with full project context, autonomous delegation, parallel processing, and intelligent task distribution; activates for large-scale migrations, complex refactoring, parallel exploration, architecture restructuring, and multi-file transformations
Enterprise Master-Clone pattern implementation guide for complex multi-step tasks with full project context, autonomous delegation, parallel processing, and intelligent task distribution; activates for large-scale migrations, complex refactoring, parallel exploration, architecture restructuring, and multi-file transformations
Enterprise systematic code review orchestrator with TRUST 5 principles, multi-language support, Context7 integration, AI-powered quality checks, SOLID principle validation, security vulnerability detection, and maintainability analysis across 25+ programming languages; activates for code reviews, quality standard validation, TRUST 5 enforcement, architectural audits, and automated review automation
Enterprise systematic code review orchestrator with TRUST 5 principles, multi-language support, Context7 integration, AI-powered quality checks, SOLID principle validation, security vulnerability detection, and maintainability analysis across 25+ programming languages; activates for code reviews, quality standard validation, TRUST 5 enforcement, architectural audits, and automated review automation
Enterprise systematic code review orchestrator with TRUST 5 principles, multi-language support, Context7 integration, AI-powered quality checks, SOLID principle validation, security vulnerability detection, and maintainability analysis across 25+ programming languages; activates for code reviews, quality standard validation, TRUST 5 enforcement, architectural audits, and automated review automation
Enterprise configuration schema validation and management orchestrator with JSON Schema v2024-12, Context7 integration, semantic versioning compliance, environment variable management, secrets handling, multi-environment support, and configuration-as-code best practices; activates for config validation, schema enforcement, environment setup, secrets management, and configuration audits
Complete SPEC document authoring guide with YAML metadata structure (7 required + 9 optional fields), EARS requirement syntax (5 patterns including Unwanted Behaviors), version lifecycle management, TAG integration, pre-submission validation checklist, and real-world SPEC examples.
Enterprise Claude Code context window optimization with 2025 best practices: aggressive clearing, memory file management, MCP optimization, strategic chunking, and quality-over-quantity principles for 200K token context windows.
Enterprise Claude Code context window optimization with 2025 best practices: aggressive clearing, memory file management, MCP optimization, strategic chunking, and quality-over-quantity principles for 200K token context windows.
--- name: "moai-alfred-dev-guide" version: "4.0.0" created: 2025-11-02 updated: 2025-11-12 tier: Alfred allowed-tools: "Read, Bash(rg:*), Bash(grep:*)" primary-agent: "alfred" secondary-agents: ["spec-builder", "tdd-implementer", "test-engineer", "doc-syncer", "git-manager"] keywords: ["spec-first", "tdd", "red-green-refactor", "trust-principles", "pytest", "jest", "bdd", "sphinx"] status: stable --- # moai-alfred-dev-guide **Enterprise SPEC-First TDD Development Orchestration** > **Research
--- name: "moai-alfred-dev-guide" version: "4.0.0" created: 2025-11-02 updated: 2025-11-12 tier: Alfred allowed-tools: "Read, Bash(rg:*), Bash(grep:*)" primary-agent: "alfred" secondary-agents: ["spec-builder", "tdd-implementer", "test-engineer", "doc-syncer", "git-manager"] keywords: ["spec-first", "tdd", "red-green-refactor", "trust-principles", "pytest", "jest", "bdd", "sphinx"] status: stable --- # moai-alfred-dev-guide **Enterprise SPEC-First TDD Development Orchestration** > **Research
--- name: "moai-alfred-dev-guide" version: "4.0.0" created: 2025-11-02 updated: 2025-11-12 tier: Alfred allowed-tools: "Read, Bash(rg:*), Bash(grep:*)" primary-agent: "alfred" secondary-agents: ["spec-builder", "tdd-implementer", "test-engineer", "doc-syncer", "git-manager"] keywords: ["spec-first", "tdd", "red-green-refactor", "trust-principles", "pytest", "jest", "bdd", "sphinx"] status: stable --- # moai-alfred-dev-guide **Enterprise SPEC-First TDD Development Orchestration** > **Research
Enterprise AI-powered user expertise detection with behavioral analysis, communication pattern recognition, code complexity assessment, Context7 integration, and adaptive response calibration; activates for personalized guidance generation, complexity adjustment, tutorial depth selection, and communication style matching
GitHub 이슈 라벨별 구조화된 템플릿. 버그, 기능 요청, 개선 사항, 리팩토링, 문서, 질문 등 각 이슈 타입에 맞는 한국어 템플릿 제공. /alfred:9-feedback에서 사용.
GitHub 이슈 라벨별 구조화된 템플릿. 버그, 기능 요청, 개선 사항, 리팩토링, 문서, 질문 등 각 이슈 타입에 맞는 한국어 템플릿 제공. /alfred:9-feedback에서 사용.
GitHub 이슈 라벨별 구조화된 템플릿. 버그, 기능 요청, 개선 사항, 리팩토링, 문서, 질문 등 각 이슈 타입에 맞는 한국어 템플릿 제공. /alfred:9-feedback에서 사용.
Enterprise GitHub issue labeling orchestrator with semantic label taxonomy, AI-powered auto-labeling, label hierarchy system, workflow automation, issue triage acceleration, and stakeholder communication; activates for issue classification, label management, workflow automation, priority assignment, and team communication
Auto-detects project language and framework from package.json, pyproject.toml, Cargo.toml, go.mod, and other configuration files with comprehensive pattern matching based on 17,253+ production code examples.
Adaptive communication patterns and role selection based on user expertise level and request type. Use for personalized user interactions, expertise detection, and dynamic communication adaptation.
Enterprise practical workflows, context engineering strategies, JIT (Just-In-Time) retrieval optimization, real-world execution examples, debugging patterns, and moai-adk workflow mastery; activates for workflow pattern learning, context optimization, debugging issue resolution, feature implementation end-to-end, and team knowledge transfer
Enterprise practical workflows, context engineering strategies, JIT (Just-In-Time) retrieval optimization, real-world execution examples, debugging patterns, and moai-adk workflow mastery; activates for workflow pattern learning, context optimization, debugging issue resolution, feature implementation end-to-end, and team knowledge transfer
Enterprise Alfred Proactive Suggestions with AI-powered intelligent assistance, Context7 integration, and intelligent recommendation orchestration for enhanced productivity
Enterprise Alfred Proactive Suggestions with AI-powered intelligent assistance, Context7 integration, and intelligent recommendation orchestration for enhanced productivity
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestion patterns, TRUST 5 quality gates, TAG chain integrity, commit message standards. 사용: 워크플로우 규칙 검증, 품질 게이트 확인, MoAI-ADK 표준 준수, 아키텍처 규칙 검증.
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestion patterns, TRUST 5 quality gates, TAG chain integrity, commit message standards. 사용: 워크플로우 규칙 검증, 품질 게이트 확인, MoAI-ADK 표준 준수, 아키텍처 규칙 검증.
Enterprise session state management, token budget optimization, runtime tracking, session handoff protocols, context continuity for Claude Sonnet 4.5 and Haiku 4.5 with context awareness features
Enterprise session state management, token budget optimization, runtime tracking, session handoff protocols, context continuity for Claude Sonnet 4.5 and Haiku 4.5 with context awareness features
Enterprise session state management, token budget optimization, runtime tracking, session handoff protocols, context continuity for Claude Sonnet 4.5 and Haiku 4.5 with context awareness features
Complete SPEC document authoring guide with YAML metadata structure (7 required + 9 optional fields), EARS requirement syntax (5 patterns including Unwanted Behaviors), version lifecycle management, TAG integration, pre-submission validation checklist, and real-world SPEC examples.
Complete SPEC document authoring guide with YAML metadata structure (7 required + 9 optional fields), EARS requirement syntax (5 patterns including Unwanted Behaviors), version lifecycle management, TAG integration, pre-submission validation checklist, and real-world SPEC examples.
Comprehensive TodoWrite task tracking and state management patterns with 15+ executable code examples from 18,075 production implementations across Jira, Trello, Asana, Linear, GitHub Projects, and Todoist
Comprehensive TodoWrite task tracking and state management patterns with 15+ executable code examples from 18,075 production implementations across Jira, Trello, Asana, Linear, GitHub Projects, and Todoist
Comprehensive TodoWrite task tracking and state management patterns with 15+ executable code examples from 18,075 production implementations across Jira, Trello, Asana, Linear, GitHub Projects, and Todoist
Enterprise multi-agent workflow orchestration specialist. Master workflow design, agent coordination, task delegation, and process automation with Context7 MCP integration and comprehensive monitoring. Build scalable, intelligent workflow systems with fault tolerance and performance optimization.
Enterprise multi-agent workflow orchestration specialist. Master workflow design, agent coordination, task delegation, and process automation with Context7 MCP integration and comprehensive monitoring. Build scalable, intelligent workflow systems with fault tolerance and performance optimization.
Enterprise artifact management with governance, lifecycle, SBOM, and supply chain security for November 2025 standards
Enterprise artifact management with governance, lifecycle, SBOM, and supply chain security for November 2025 standards
Enterprise artifact management with governance, lifecycle, SBOM, and supply chain security for November 2025 standards
Enterprise Auth0 Identity Platform with AI-powered authentication architecture, Context7 integration, and intelligent identity orchestration for scalable enterprise SSO and compliance
Enterprise Auth0 Identity Platform with AI-powered authentication architecture, Context7 integration, and intelligent identity orchestration for scalable enterprise SSO and compliance
Enterprise Clerk Authentication Platform with AI-powered modern identity architecture, Context7 integration, and intelligent user management orchestration for scalable applications
Enterprise Clerk Authentication Platform with AI-powered modern identity architecture, Context7 integration, and intelligent user management orchestration for scalable applications
Enterprise Clerk Authentication Platform with AI-powered modern identity architecture, Context7 integration, and intelligent user management orchestration for scalable applications
Enterprise Cloudflare Edge Platform with AI-powered edge computing architecture, Context7 integration, and intelligent global orchestration for scalable modern applications
Enterprise Convex Real-Time Backend with AI-powered reactive database architecture, Context7 integration, and intelligent synchronization orchestration for collaborative applications
Enterprise Convex Real-Time Backend with AI-powered reactive database architecture, Context7 integration, and intelligent synchronization orchestration for collaborative applications
Enterprise Firebase Platform with AI-powered Google Cloud integration, Context7 integration, and intelligent Firebase orchestration for scalable mobile and web applications
Enterprise Firebase Platform with AI-powered Google Cloud integration, Context7 integration, and intelligent Firebase orchestration for scalable mobile and web applications
Enterprise Firebase Platform with AI-powered Google Cloud integration, Context7 integration, and intelligent Firebase orchestration for scalable mobile and web applications
Enterprise Backend-as-a-Service Foundation with AI-powered BaaS architecture patterns, strategic provider selection, and intelligent multi-service orchestration for scalable production applications
Enterprise Backend-as-a-Service Foundation with AI-powered BaaS architecture patterns, strategic provider selection, and intelligent multi-service orchestration for scalable production applications
Enterprise Backend-as-a-Service Foundation with AI-powered BaaS architecture patterns, strategic provider selection, and intelligent multi-service orchestration for scalable production applications
Enterprise Neon Serverless PostgreSQL Platform with AI-powered database architecture, Context7 integration, and intelligent branching orchestration for scalable modern applications
Enterprise Neon Serverless PostgreSQL Platform with AI-powered database architecture, Context7 integration, and intelligent branching orchestration for scalable modern applications
Enterprise Neon Serverless PostgreSQL Platform with AI-powered database architecture, Context7 integration, and intelligent branching orchestration for scalable modern applications
Enterprise Railway Full-Stack Platform with AI-powered container orchestration, Context7 integration, and intelligent deployment automation for scalable modern applications
Enterprise Railway Full-Stack Platform with AI-powered container orchestration, Context7 integration, and intelligent deployment automation for scalable modern applications
Enterprise Railway Full-Stack Platform with AI-powered container orchestration, Context7 integration, and intelligent deployment automation for scalable modern applications
Enterprise Supabase PostgreSQL Platform with AI-powered open-source BaaS architecture, Context7 integration, and intelligent PostgreSQL orchestration for scalable modern applications
Enterprise Supabase PostgreSQL Platform with AI-powered open-source BaaS architecture, Context7 integration, and intelligent PostgreSQL orchestration for scalable modern applications
Enterprise Vercel Edge Platform with AI-powered modern deployment, Context7 integration, and intelligent edge orchestration for scalable web applications
Enterprise Vercel Edge Platform with AI-powered modern deployment, Context7 integration, and intelligent edge orchestration for scalable web applications
Claude Code Agents system, task delegation patterns, and multi-agent coordination. Use when creating custom agents, managing agent workflows, or implementing task delegation.
Claude Code Agents system, task delegation patterns, and multi-agent coordination. Use when creating custom agents, managing agent workflows, or implementing task delegation.
Claude Code Agents system, task delegation patterns, and multi-agent coordination. Use when creating custom agents, managing agent workflows, or implementing task delegation.
Claude Code Markdown integration, documentation generation, and structured content patterns. Use when generating documentation, managing markdown content, or creating structured reports.
Claude Code Commands system, workflow orchestration, and command-line interface patterns. Use when creating custom commands, managing workflows, or implementing CLI interfaces.
Enterprise Configuration Management with AI-powered settings architecture, Context7 integration, and intelligent configuration orchestration for scalable applications
AI-powered enterprise Claude Code hooks orchestrator with intelligent automation, predictive maintenance, ML-based optimization, and Context7-enhanced workflow patterns. Use when designing smart hook systems, implementing AI-driven automation, optimizing hook performance with machine learning, or building enterprise-grade workflow orchestration with automated compliance and monitoring.
AI-powered enterprise MCP (Model Context Protocol) server development orchestrator with Context7 integration, intelligent code generation, automated architecture design, and enterprise-grade server deployment patterns for advanced LLM service integration
AI-powered enterprise MCP (Model Context Protocol) server development orchestrator with Context7 integration, intelligent code generation, automated architecture design, and enterprise-grade server deployment patterns for advanced LLM service integration
AI-powered enterprise MCP (Model Context Protocol) server orchestrator with intelligent plugin management, predictive optimization, ML-based performance analysis, and Context7-enhanced integration patterns. Use when creating smart MCP systems, implementing AI-driven plugin discovery, optimizing MCP performance with machine learning, or building enterprise-grade server architecture with automated compliance and governance.
Claude Code memory management, context persistence, and knowledge retention. Use when managing session memory, persisting context, or optimizing knowledge retention.
Claude Code memory management, context persistence, and knowledge retention. Use when managing session memory, persisting context, or optimizing knowledge retention.
Claude Code settings management, preference customization, and user experience optimization. Use when customizing Claude Code behavior, managing user preferences, or optimizing development experience.
Claude Code settings management, preference customization, and user experience optimization. Use when customizing Claude Code behavior, managing user preferences, or optimizing development experience.
Enterprise Frontend Development with AI-powered modern architecture, Context7 integration, and intelligent component orchestration for scalable user interfaces
AI-powered enterprise skill creation orchestrator with intelligent discovery, predictive optimization, ML-based content generation, and Context7-enhanced development patterns. Use when creating smart skill systems, implementing AI-driven skill generation, optimizing skill performance with machine learning, or building enterprise-grade skill factories with automated compliance and governance.
Claude Code Skills management, skill creation patterns, and knowledge capsule architecture. Use when creating custom Skills, managing skill libraries, or designing knowledge systems.
Claude Code Skills management, skill creation patterns, and knowledge capsule architecture. Use when creating custom Skills, managing skill libraries, or designing knowledge systems.
Enterprise-grade component design and architecture with React 19, Vue 3.5, Atomic Design patterns, accessibility standards (WCAG 2.1 AA), design systems, and production-ready component libraries. Use when building reusable component systems, designing component libraries, implementing Atomic Design, ensuring accessibility compliance, or creating scalable UI architectures.
Enterprise-grade component design and architecture with React 19, Vue 3.5, Atomic Design patterns, accessibility standards (WCAG 2.1 AA), design systems, and production-ready component libraries. Use when building reusable component systems, designing component libraries, implementing Atomic Design, ensuring accessibility compliance, or creating scalable UI architectures.
Enterprise-grade component design and architecture with React 19, Vue 3.5, Atomic Design patterns, accessibility standards (WCAG 2.1 AA), design systems, and production-ready component libraries. Use when building reusable component systems, designing component libraries, implementing Atomic Design, ensuring accessibility compliance, or creating scalable UI architectures.
Enhanced context7 integration with AI-powered features
Enhanced context7 integration with AI-powered features
Enterprise-grade Context7 MCP integration patterns for language-specific documentation access with real-time library resolution and intelligent caching
Enhanced docs generation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enhanced docs linting with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enhanced docs unified with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enhanced docs unified with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enhanced docs validation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enhanced docs validation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation
AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation
AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation
# Enterprise Backend Architecture - v4.0.0 **Modern async patterns, microservices, API design, and production deployment** > **Primary Agent**: backend-expert > **Stack**: FastAPI 0.118+, Django 5.2+, async Python, Kubernetes 1.30+, PostgreSQL 17+ > **Keywords**: backend, api, microservices, database, async, fastapi, django, kubernetes ## Level 1: Quick Reference ### Core Technology Stack (2025) **Frameworks**: FastAPI 0.118+, Django 5.2+, Django Ninja 1.4+ **Async Runtime**: asyncio, uvloo
# Enterprise Backend Architecture - v4.0.0 **Modern async patterns, microservices, API design, and production deployment** > **Primary Agent**: backend-expert > **Stack**: FastAPI 0.118+, Django 5.2+, async Python, Kubernetes 1.30+, PostgreSQL 17+ > **Keywords**: backend, api, microservices, database, async, fastapi, django, kubernetes ## Level 1: Quick Reference ### Core Technology Stack (2025) **Frameworks**: FastAPI 0.118+, Django 5.2+, Django Ninja 1.4+ **Async Runtime**: asyncio, uvloo
Enterprise CLI tool architecture with multi-language patterns, UX/DX optimization, and production deployment strategies
Enterprise CLI tool architecture with multi-language patterns, UX/DX optimization, and production deployment strategies
Enterprise-grade cloud architecture expertise with production-ready patterns for AWS (Lambda 3.13, ECS/Fargate 1.4.0, RDS, CDK 2.223.0), GCP (Cloud Run Gen2, Cloud Functions 2nd gen, Cloud SQL), Azure (Functions v4, Container Apps, AKS), and multi-cloud orchestration (Terraform 1.9.8, Pulumi 3.x, Kubernetes 1.34). Covers serverless architectures, container orchestration, multi-cloud deployments, cloud-native databases, infrastructure automation, cost optimization, security patterns, and disaster recovery for 2025 stable versions.
Enterprise database architecture specialist with PostgreSQL 17, MySQL 8.4 LTS, MongoDB 8.0, Redis 7.4 expertise. Master connection pooling, query optimization, caching strategies, and database DevOps automation. Build scalable, resilient database systems with comprehensive monitoring and disaster recovery.
Enterprise database architecture specialist with PostgreSQL 17, MySQL 8.4 LTS, MongoDB 8.0, Redis 7.4 expertise. Master connection pooling, query optimization, caching strategies, and database DevOps automation. Build scalable, resilient database systems with comprehensive monitoring and disaster recovery.
Enterprise database architecture specialist with PostgreSQL 17, MySQL 8.4 LTS, MongoDB 8.0, Redis 7.4 expertise. Master connection pooling, query optimization, caching strategies, and database DevOps automation. Build scalable, resilient database systems with comprehensive monitoring and disaster recovery.
Production-grade data science specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master data processing, ML pipeline development, model deployment, and statistical analysis. Build end-to-end data science solutions with comprehensive experimentation and visualization.
Production-grade data science specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master data processing, ML pipeline development, model deployment, and statistical analysis. Build end-to-end data science solutions with comprehensive experimentation and visualization.
Production-grade data science specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master data processing, ML pipeline development, model deployment, and statistical analysis. Build end-to-end data science solutions with comprehensive experimentation and visualization.
Enterprise DevOps with Kubernetes 1.31, Docker 27.x, Terraform 1.9, GitHub Actions, monitoring with Prometheus/Grafana, and cloud-native architectures
Enterprise Frontend Development with AI-powered modern architecture, Context7 integration, and intelligent component orchestration for scalable user interfaces
Enterprise Frontend Development with AI-powered modern architecture, Context7 integration, and intelligent component orchestration for scalable user interfaces
Enterprise Frontend Development with AI-powered modern architecture, Context7 integration, and intelligent component orchestration for scalable user interfaces
Enterprise Machine Learning specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master AutoML, neural architecture search, MLOps automation, and production ML deployment. Build scalable ML pipelines with comprehensive monitoring and experiment tracking.
Enterprise Machine Learning specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master AutoML, neural architecture search, MLOps automation, and production ML deployment. Build scalable ML pipelines with comprehensive monitoring and experiment tracking.
# Enterprise MLOps Platform - v4.0.0 **Complete ML lifecycle orchestration with 2025's most stable stack** > **Primary Agent**: backend-expert > **Stack**: MLflow 3.6.0, DVC 3.x, Ray Serve 2.51.x, Kubeflow 1.10, Seldon Core 2.9.x, Feast 0.56.0, Optuna 4.6.0, Evidently AI, Prometheus 3.7.x, Grafana 11.3+ ## Level 1: Quick Reference ### Core Technology Stack **Experiment Tracking & Model Registry**: - **MLflow 3.6.0**: Latest with AI Observability - Model Registry for version management - MLf
# Enterprise MLOps Platform - v4.0.0 **Complete ML lifecycle orchestration with 2025's most stable stack** > **Primary Agent**: backend-expert > **Stack**: MLflow 3.6.0, DVC 3.x, Ray Serve 2.51.x, Kubeflow 1.10, Seldon Core 2.9.x, Feast 0.56.0, Optuna 4.6.0, Evidently AI, Prometheus 3.7.x, Grafana 11.3+ ## Level 1: Quick Reference ### Core Technology Stack **Experiment Tracking & Model Registry**: - **MLflow 3.6.0**: Latest with AI Observability - Model Registry for version management - MLf
C programming language patterns, memory management, and systems programming best practices. Use when writing C applications, managing memory manually, or implementing low-level optimizations.
Enterprise Application Monitoring with AI-powered observability architecture, Context7 integration, and intelligent performance orchestration for scalable modern applications
Enterprise Application Monitoring with AI-powered observability architecture, Context7 integration, and intelligent performance orchestration for scalable modern applications
Enterprise Notion integration with MCP server architecture, database operations, and content management
Enterprise Auth0 Identity Platform with AI-powered authentication architecture, Context7 integration, and intelligent identity orchestration for scalable enterprise SSO and compliance
Enterprise Notion integration with MCP server architecture, database operations, and content management
Enterprise Notion integration with MCP server architecture, database operations, and content management
Enterprise DevOps with Kubernetes 1.31, Docker 27.x, Terraform 1.9, GitHub Actions, monitoring with Prometheus/Grafana, and cloud-native architectures
Enterprise-grade security expertise with production-ready patterns for OWASP Top 10 2021, zero-trust architecture, threat modeling (STRIDE, PASTA), secure SDLC, DevSecOps automation, cloud security, cryptography, identity & access management, and compliance frameworks (SOC 2, ISO 27001, GDPR, CCPA).
Enterprise-grade security expertise with production-ready patterns for OWASP Top 10 2021, zero-trust architecture, threat modeling (STRIDE, PASTA), secure SDLC, DevSecOps automation, cloud security, cryptography, identity & access management, and compliance frameworks (SOC 2, ISO 27001, GDPR, CCPA).
Enterprise testing framework with pytest 8.4.x, Vitest 4.x, Playwright 1.48.x, Testing Library 15.x, httpx 0.28.x, k6 load testing, and accessibility testing
AI-powered enterprise debugging orchestrator with Context7 integration, intelligent error pattern recognition, automated root cause analysis, predictive fix suggestions, and multi-process debugging coordination across 25+ languages and distributed systems
AI-powered enterprise performance optimization orchestrator with Context7 integration, Scalene AI profiling, intelligent bottleneck detection, automated optimization strategies, and predictive performance tuning across 25+ programming languages
AI-powered enterprise performance optimization orchestrator with Context7 integration, Scalene AI profiling, intelligent bottleneck detection, automated optimization strategies, and predictive performance tuning across 25+ programming languages
AI-powered enterprise refactoring with Context7 integration, automated code transformation, Rope pattern intelligence, and technical debt quantification across 25+ programming languages
AI-powered enterprise refactoring with Context7 integration, automated code transformation, Rope pattern intelligence, and technical debt quantification across 25+ programming languages
Enterprise mobile development with React Native 0.76+, Flutter 3.24+, Capacitor 6.x, cross-platform patterns, testing, CI/CD
Enterprise comprehensive code review automation with AI-powered quality analysis, TRUST 5 enforcement, multi-language support, Context7 integration, security scanning, performance analysis, test coverage validation, and automated review feedback generation
Enterprise EARS (Evaluate, Analyze, Recommend, Synthesize) Framework with AI-powered requirements engineering, Context7 integration, and intelligent solution orchestration for systematic problem-solving
Enterprise GitFlow automation, PR policy enforcement, Git 2.47-2.50 features, trunk-based development, comprehensive branching strategies, commit conventions, GitHub CLI 2.83.0 integration
Enterprise GitFlow automation, PR policy enforcement, Git 2.47-2.50 features, trunk-based development, comprehensive branching strategies, commit conventions, GitHub CLI 2.83.0 integration
Enterprise Programming Languages Foundation with AI-powered language selection, Context7 integration, and intelligent multi-language orchestration for optimal technology choices
Enterprise mobile development with React Native 0.76+, Flutter 3.24+, Capacitor 6.x, cross-platform patterns, testing, CI/CD
Enterprise Programming Languages Foundation with AI-powered language selection, Context7 integration, and intelligent multi-language orchestration for optimal technology choices
SPEC document management - lifecycle, versioning, approval workflows, 50+ references, SPEC-first TDD integration
Complete TRUST 4 principles guide covering Test First, Readable, Unified, Secured. Validation methods, enterprise quality gates, metrics, and November 2025 standards. Enterprise v4.0 with 50+ software quality standards references.
Complete TRUST 4 principles guide covering Test First, Readable, Unified, Secured. Validation methods, enterprise quality gates, metrics, and November 2025 standards. Enterprise v4.0 with 50+ software quality standards references.
Vector icon libraries ecosystem guide covering 10+ major libraries with 200K+ icons, including React Icons (35K+), Lucide (1000+), Tabler Icons (5900+), Iconify (200K+), Heroicons, Phosphor, and Radix Icons with implementation patterns, decision trees, and best practices.
AI-powered enterprise internal communications orchestrator with Context7 integration, intelligent content generation, automated workflow optimization, multi-format support (reports, newsletters, FAQs), and enterprise-grade communication intelligence
AI-powered enterprise internal communications orchestrator with Context7 integration, intelligent content generation, automated workflow optimization, multi-format support (reports, newsletters, FAQs), and enterprise-grade communication intelligence
Enhanced Just-In-Time document loading system that intelligently discovers, loads, and caches relevant documentation based on user intent and project context. Use when users need specific documentation, when working with new technologies, when answering domain-specific questions, or when context indicates documentation gaps.
C programming language patterns, memory management, and systems programming best practices. Use when writing C applications, managing memory manually, or implementing low-level optimizations.
C programming language patterns, memory management, and systems programming best practices. Use when writing C applications, managing memory manually, or implementing low-level optimizations.
C++23 best practices with Google Test 1.15, clang-format 19, and modern C++ standards.
C++23 best practices with Google Test 1.15, clang-format 19, and modern C++ standards.
Enterprise C# 13 development with .NET 9, async/await, LINQ, Entity Framework Core, ASP.NET Core, and Context7 MCP integration for modern backend and enterprise applications.
Enterprise C# 13 development with .NET 9, async/await, LINQ, Entity Framework Core, ASP.NET Core, and Context7 MCP integration for modern backend and enterprise applications.
Dart 3.5 enterprise development with Flutter 3.24, advanced async programming, state management, and cross-platform mobile development. Enterprise patterns for scalable applications with Context7 MCP integration.
Enterprise Go for systems and network programming Go 1.25.4, Fiber v3, gRPC, context patterns, goroutine orchestration, standard library mastery; activates for REST APIs, microservices, concurrent systems, backend infrastructure, and performance-critical code.
Enterprise Go for systems and network programming Go 1.25.4, Fiber v3, gRPC, context patterns, goroutine orchestration, standard library mastery; activates for REST APIs, microservices, concurrent systems, backend infrastructure, and performance-critical code.
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Java programming language patterns, object-oriented design, and enterprise application development. Use when building enterprise applications, Android apps, or large-scale systems.
Enterprise JavaScript for Node.js and browser: Node.js 22.11.0 LTS (Jod), npm 11.x, ES2025 features, async operations, module systems, package management; activates for server-side development, scripting, tooling, package management, and runtime optimization.
Enterprise JavaScript for Node.js and browser: Node.js 22.11.0 LTS (Jod), npm 11.x, ES2025 features, async operations, module systems, package management; activates for server-side development, scripting, tooling, package management, and runtime optimization.
Kotlin 2.0 Multiplatform Enterprise Development with KMP, Coroutines, Compose Multiplatform, and Context7 MCP integration. Advanced patterns for mobile, backend, and cross-platform development.
Kotlin 2.0 Multiplatform Enterprise Development with KMP, Coroutines, Compose Multiplatform, and Context7 MCP integration. Advanced patterns for mobile, backend, and cross-platform development.
PHP 8.4+ best practices with PHPUnit 11, Composer, PSR-12 standards, and web frameworks (Laravel, Symfony).
PHP 8.4+ best practices with PHPUnit 11, Composer, PSR-12 standards, and web frameworks (Laravel, Symfony).
Enterprise-grade Python expertise with production patterns for Python 3.13.9, FastAPI 0.115.x, Django 5.2 LTS, Pydantic v2, SQLAlchemy 2.0; activates for API development, ORM usage, async patterns, testing frameworks, and production deployment strategies.
Enterprise-grade Python expertise with production patterns for Python 3.13.9, FastAPI 0.115.x, Django 5.2 LTS, Pydantic v2, SQLAlchemy 2.0; activates for API development, ORM usage, async patterns, testing frameworks, and production deployment strategies.
Enterprise-grade Python expertise with production patterns for Python 3.13.9, FastAPI 0.115.x, Django 5.2 LTS, Pydantic v2, SQLAlchemy 2.0; activates for API development, ORM usage, async patterns, testing frameworks, and production deployment strategies.
R 4.4+ best practices with testthat 3.2, lintr 3.2, and data analysis patterns.
Ruby 3.4+ best practices with RSpec 4, RuboCop 2, Bundler, and Rails 8 patterns.
Ruby 3.4+ best practices with RSpec 4, RuboCop 2, Bundler, and Rails 8 patterns.
Enterprise Rust with ownership model and safety guarantees: Rust 1.91.1, Tokio 1.48, async/await, macro system, error handling, memory safety patterns; activates for systems programming, performance-critical code, concurrent applications, and safety-first development.
Enterprise Rust with ownership model and safety guarantees: Rust 1.91.1, Tokio 1.48, async/await, macro system, error handling, memory safety patterns; activates for systems programming, performance-critical code, concurrent applications, and safety-first development.
Scala 3.6+ best practices with ScalaTest 3.2, sbt 1.10, functional programming patterns, and Play Framework.
Scala 3.6+ best practices with ScalaTest 3.2, sbt 1.10, functional programming patterns, and Play Framework.
Enterprise Shell scripting with Bash 5.2, ShellCheck, bats-core testing, POSIX compliance, and Context7 MCP integration for defensive scripting patterns.
Enterprise Skill for advanced development
{{LANGUAGE_NAME}} best practices with modern frameworks, {{PRIMARY_DOMAIN}}, and performance optimization for 2025
{{LANGUAGE_NAME}} best practices with modern frameworks, {{PRIMARY_DOMAIN}}, and performance optimization for 2025
Enterprise TypeScript with strict typing and modern ecosystem TypeScript 5.9.3, Next.js 16, Turbopack, React 19, tRPC, Zod for type-safe schemas; activates for full-stack development, API contract definition, type safety enforcement, and framework-agnostic TypeScript patterns.
Enterprise TypeScript with strict typing and modern ecosystem TypeScript 5.9.3, Next.js 16, Turbopack, React 19, tRPC, Zod for type-safe schemas; activates for full-stack development, API contract definition, type safety enforcement, and framework-agnostic TypeScript patterns.
Intelligent learning system optimizer that analyzes session patterns, identifies improvement opportunities, and continuously enhances Alfred's performance through adaptive learning and knowledge optimization. Use when optimizing Alfred's behavior, analyzing session patterns, improving system performance, or when implementing adaptive learning capabilities.
Intelligent learning system optimizer that analyzes session patterns, identifies improvement opportunities, and continuously enhances Alfred's performance through adaptive learning and knowledge optimization. Use when optimizing Alfred's behavior, analyzing session patterns, improving system performance, or when implementing adaptive learning capabilities.
Enterprise shadcn/ui Component Library with AI-powered design system architecture, Context7 integration, and intelligent component orchestration for modern React applications
Enterprise shadcn/ui Component Library with AI-powered design system architecture, Context7 integration, and intelligent component orchestration for modern React applications
Enterprise MCP (Model Context Protocol) server development using FastMCP 2.0 with production-grade tools, resources, prompts, and intelligent agent-first design. Use when building MCP servers, integrating with LLMs, creating agent tools, implementing RAG systems, or developing protocol-based AI integration solutions.
Enterprise MCP (Model Context Protocol) server development using FastMCP 2.0 with production-grade tools, resources, prompts, and intelligent agent-first design. Use when building MCP servers, integrating with LLMs, creating agent tools, implementing RAG systems, or developing protocol-based AI integration solutions.
Enterprise MCP (Model Context Protocol) server development using FastMCP 2.0 with production-grade tools, resources, prompts, and intelligent agent-first design. Use when building MCP servers, integrating with LLMs, creating agent tools, implementing RAG systems, or developing protocol-based AI integration solutions.
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Skill for advanced development
AI-powered enterprise web application testing orchestrator with Context7 integration, intelligent test generation, visual regression testing, cross-browser coordination, and automated QA workflows for modern web applications
AI-powered enterprise web application testing orchestrator with Context7 integration, intelligent test generation, visual regression testing, cross-browser coordination, and automated QA workflows for modern web applications
Standardize AskUserQuestion patterns and provide reusable question templates for batch optimization
Standardize AskUserQuestion patterns and provide reusable question templates for batch optimization
Standardize AskUserQuestion patterns and provide reusable question templates for batch optimization
Complete config.json CRUD operations with validation, merge strategy, and error recovery. Use for project initialization, setting updates, and configuration management with intelligent backup and recovery.
Complete config.json CRUD operations with validation, merge strategy, and error recovery. Use for project initialization, setting updates, and configuration management with intelligent backup and recovery.
Enhanced project documentation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Handle comprehensive project language and user setup workflows including language selection, agent prompt configuration, user profiles, team settings, and domain selection
Handle comprehensive project language and user setup workflows including language selection, agent prompt configuration, user profiles, team settings, and domain selection
Handle template comparison and optimization workflows including backup detection, smart merging, and update completion reporting. Enhanced with Context7 MCP for up-to-date documentation.
Handle template comparison and optimization workflows including backup detection, smart merging, and update completion reporting. Enhanced with Context7 MCP for up-to-date documentation.
README.md generation specialist with dynamic project analysis capabilities. Master professional README creation, specialized templates, and automated documentation generation. Create comprehensive, engaging README files that showcase projects effectively and follow best practices.
README.md generation specialist with dynamic project analysis capabilities. Master professional README creation, specialized templates, and automated documentation generation. Create comprehensive, engaging README files that showcase projects effectively and follow best practices.
Comprehensive API security for REST, GraphQL, and gRPC services with OAuth 2.1 authentication, JWT validation, rate limiting, and enterprise protection patterns.
Quick "where are we? what's next?" dashboard with handoffs, sessions, imports, and git activity
Enterprise Skill for advanced development
Enterprise Encryption Security with AI-powered cryptographic architecture, Context7 integration, and intelligent encryption orchestration for data protection
Enterprise Encryption Security with AI-powered cryptographic architecture, Context7 integration, and intelligent encryption orchestration for data protection
Enterprise Encryption Security with AI-powered cryptographic architecture, Context7 integration, and intelligent encryption orchestration for data protection
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Display comprehensive project and session information including Git status, SPEC progress, version details, and system resources. Use when starting new sessions, checking project status, reviewing project context, or when users ask "what's the status", "show project info", or "where are we".
Display comprehensive project and session information including Git status, SPEC progress, version details, and system resources. Use when starting new sessions, checking project status, reviewing project context, or when users ask "what's the status", "show project info", or "where are we".
Display comprehensive project and session information including Git status, SPEC progress, version details, and system resources. Use when starting new sessions, checking project status, reviewing project context, or when users ask "what's the status", "show project info", or "where are we".
Enhanced streaming UI system with progress indicators, status displays, and interactive feedback mechanisms. Use when running long-running operations, displaying progress, providing user feedback, or when visual indicators enhance user experience during complex workflows.
Enhanced streaming UI system with progress indicators, status displays, and interactive feedback mechanisms. Use when running long-running operations, displaying progress, providing user feedback, or when visual indicators enhance user experience during complex workflows.
Enhanced streaming UI system with progress indicators, status displays, and interactive feedback mechanisms. Use when running long-running operations, displaying progress, providing user feedback, or when visual indicators enhance user experience during complex workflows.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Complete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check responsive design, validate UX, test login flows, check links, automate any browser task. Use when user wants to test websites, automate browser interactions, validate web functionality, or perform any browser-based testing.
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
Use when completing tasks, implementing major features, or before merging to verify work meets requirements - dispatches superpowers:code-reviewer subagent to review implementation against plan or requirements before proceeding
Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository
Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action steps, reps, or a learning quest.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".
Replace with description of the skill and when Claude should use it.
Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring failure first
Use when writing or changing tests, adding mocks, or tempted to add test-only methods to production code - prevents testing mock behavior, production pollution with test-only methods, and mocking without understanding dependencies
Use when creating or editing skills, before deployment, to verify they work under pressure and resist rationalization - applies RED-GREEN-REFACTOR cycle to process documentation by running baseline without skill, writing to address failures, iterating to close loopholes
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof against rationalization
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Download YouTube video transcripts when user provides a YouTube URL or asks to download/get/fetch a transcript from YouTube. Also use when user wants to transcribe or get captions/subtitles from a YouTube video.
AI-powered enterprise performance optimization orchestrator with Context7 integration, Scalene AI profiling, intelligent bottleneck detection, automated optimization strategies, and predictive performance tuning across 25+ programming languages
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Enterprise comprehensive code review automation with AI-powered quality analysis, TRUST 5 enforcement, multi-language support, Context7 integration, security scanning, performance analysis, test coverage validation, and automated review feedback generation
Enterprise mobile development with React Native 0.76+, Flutter 3.24+, Capacitor 6.x, cross-platform patterns, testing, CI/CD
Enterprise SSRF Security Protection with AI-powered request validation, Context7 integration, and intelligent URL filtering for web application security
C++23 best practices with Google Test 1.15, clang-format 19, and modern C++ standards.
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Design system patterns, W3C DTCG 2025.10 token architecture, WCAG 2.2 accessibility standards, and Figma MCP workflows for consistent, accessible UI development
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Claude Code Skills management, skill creation patterns, and knowledge capsule architecture. Use when creating custom Skills, managing skill libraries, or designing knowledge systems.
Enhanced docs generation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enterprise EARS (Evaluate, Analyze, Recommend, Synthesize) Framework with AI-powered requirements engineering, Context7 integration, and intelligent solution orchestration for systematic problem-solving
Creating interactive data visualisations using d3.js. This skill should be used when creating custom charts, graphs, network diagrams, geographic visualisations, or any complex SVG-based data visualisation that requires fine-grained control over visual elements, transitions, or interactions. Use this for bespoke visualisations beyond standard charting libraries, whether in React, Vue, Svelte, vanilla JavaScript, or any other environment.
Use when executing implementation plans with independent tasks in the current session - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates
Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge
Unified content extraction and action planning. Use when user says "tapestry <URL>", "weave <URL>", "help me plan <URL>", "extract and plan <URL>", "make this actionable <URL>", or similar phrases indicating they want to extract content and create an action plan. Automatically detects content type (YouTube video, article, PDF) and processes accordingly.
This skill should be used when asked to create or edit Slidev (sli.dev) presentation slide decks.
Creates structured development plans with phased task breakdowns, requirements, and QA checklists. Use when the user explicitly asks to create a dev plan, development plan, or document development requirements.
Enterprise GitFlow automation, PR policy enforcement, Git 2.47-2.50 features, trunk-based development, comprehensive branching strategies, commit conventions, GitHub CLI 2.83.0 integration
Enterprise Programming Languages Foundation with AI-powered language selection, Context7 integration, and intelligent multi-language orchestration for optimal technology choices
Applies the Diataxis framework to create or improve technical documentation. Use when being asked to write high quality tutorials, how-to guides, reference docs, or explanations, when reviewing documentation quality, or when deciding what type of documentation to create. Helps identify documentation types using the action/cognition and acquisition/application dimensions.
Agent Factory master skill for intelligent Claude Code agent generation. Includes requirement analysis, domain detection, model selection, template system, validation framework, and advanced features. Contains algorithms, workflows, and patterns.
Enhanced Just-In-Time document loading system that intelligently discovers, loads, and caches relevant documentation based on user intent and project context. Use when users need specific documentation, when working with new technologies, when answering domain-specific questions, or when context indicates documentation gaps.
Enterprise Skill for advanced development
Enterprise SSRF Security Protection with AI-powered request validation, Context7 integration, and intelligent URL filtering for web application security
Enterprise SSRF Security Protection with AI-powered request validation, Context7 integration, and intelligent URL filtering for web application security
Enterprise Configuration Management with AI-powered settings architecture, Context7 integration, and intelligent configuration orchestration for scalable applications
Enhanced docs validation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enterprise CLI tool architecture with multi-language patterns, UX/DX optimization, and production deployment strategies
Dart 3.5 enterprise development with Flutter 3.24, advanced async programming, state management, and cross-platform mobile development. Enterprise patterns for scalable applications with Context7 MCP integration.
SQL best practices with pgTAP, sqlfluff 3.2, query optimization, and migration management.
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Cloudflare Edge Platform with AI-powered edge computing architecture, Context7 integration, and intelligent global orchestration for scalable modern applications
Enhanced project documentation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Enhanced project documentation with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
Handle comprehensive project language and user setup workflows including language selection, agent prompt configuration, user profiles, team settings, and domain selection
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Enterprise TypeScript with strict typing and modern ecosystem TypeScript 5.9.3, Next.js 16, Turbopack, React 19, tRPC, Zod for type-safe schemas; activates for full-stack development, API contract definition, type safety enforcement, and framework-agnostic TypeScript patterns.
Use when starting any conversation - establishes mandatory workflows for finding and using skills, including using Skill tool before announcing usage, following brainstorming before coding, and creating TodoWrite todos for checklists
Use when creating or developing, before writing code or implementation plans - refines rough ideas into fully-formed designs through collaborative questioning, alternative exploration, and incremental validation. Don't use during clear 'mechanical' processes
Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior
Enterprise shadcn/ui Component Library with AI-powered design system architecture, Context7 integration, and intelligent component orchestration for modern React applications
Enterprise Skill for advanced development
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.
Design system patterns, W3C DTCG 2025.10 token architecture, WCAG 2.2 accessibility standards, and Figma MCP workflows for consistent, accessible UI development
Guide Socratic discovery of research questions and analytical approaches for text corpus analysis
Create consistent session summary documents with automatic linking and style checking
Intelligently format CV/resume content using semantic understanding and visual verification
Analyze job postings for requirements, culture, and values - outputs structured analysis matching lexicon categories for comparison and gap analysis
Organize incoming files and track import status through the file staging workflow
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
This skill should be used when creating, modifying, or troubleshooting custom themes for iA Presenter.
Enterprise configuration schema validation and management orchestrator with JSON Schema v2024-12, Context7 integration, semantic versioning compliance, environment variable management, secrets handling, multi-environment support, and configuration-as-code best practices; activates for config validation, schema enforcement, environment setup, secrets management, and configuration audits
Enterprise AI-powered user expertise detection with behavioral analysis, communication pattern recognition, code complexity assessment, Context7 integration, and adaptive response calibration; activates for personalized guidance generation, complexity adjustment, tutorial depth selection, and communication style matching
Enterprise AI-powered user expertise detection with behavioral analysis, communication pattern recognition, code complexity assessment, Context7 integration, and adaptive response calibration; activates for personalized guidance generation, complexity adjustment, tutorial depth selection, and communication style matching
Enhanced context7 integration with AI-powered features
Enhanced docs linting with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Enterprise-grade cloud architecture expertise with production-ready patterns for AWS (Lambda 3.13, ECS/Fargate 1.4.0, RDS, CDK 2.223.0), GCP (Cloud Run Gen2, Cloud Functions 2nd gen, Cloud SQL), Azure (Functions v4, Container Apps, AKS), and multi-cloud orchestration (Terraform 1.9.8, Pulumi 3.x, Kubernetes 1.34). Covers serverless architectures, container orchestration, multi-cloud deployments, cloud-native databases, infrastructure automation, cost optimization, security patterns, and disaster recovery for 2025 stable versions.
# Enterprise MLOps Platform - v4.0.0 **Complete ML lifecycle orchestration with 2025's most stable stack** > **Primary Agent**: backend-expert > **Stack**: MLflow 3.6.0, DVC 3.x, Ray Serve 2.51.x, Kubeflow 1.10, Seldon Core 2.9.x, Feast 0.56.0, Optuna 4.6.0, Evidently AI, Prometheus 3.7.x, Grafana 11.3+ ## Level 1: Quick Reference ### Core Technology Stack **Experiment Tracking & Model Registry**: - **MLflow 3.6.0**: Latest with AI Observability - Model Registry for version management - MLf
Enterprise testing framework with pytest 8.4.x, Vitest 4.x, Playwright 1.48.x, Testing Library 15.x, httpx 0.28.x, k6 load testing, and accessibility testing
REST API and GraphQL design with OpenAPI 3.1, authentication, versioning, and rate limiting.
AI-powered enterprise debugging orchestrator with Context7 integration, intelligent error pattern recognition, automated root cause analysis, predictive fix suggestions, and multi-process debugging coordination across 25+ languages and distributed systems
Complete TRUST 4 principles guide covering Test First, Readable, Unified, Secured. Validation methods, enterprise quality gates, metrics, and November 2025 standards. Enterprise v4.0 with 50+ software quality standards references.
Vector icon libraries ecosystem guide covering 10+ major libraries with 200K+ icons, including React Icons (35K+), Lucide (1000+), Tabler Icons (5900+), Iconify (200K+), Heroicons, Phosphor, and Radix Icons with implementation patterns, decision trees, and best practices.
Dart 3.5 enterprise development with Flutter 3.24, advanced async programming, state management, and cross-platform mobile development. Enterprise patterns for scalable applications with Context7 MCP integration.
Java programming language patterns, object-oriented design, and enterprise application development. Use when building enterprise applications, Android apps, or large-scale systems.
Enterprise JavaScript for Node.js and browser: Node.js 22.11.0 LTS (Jod), npm 11.x, ES2025 features, async operations, module systems, package management; activates for server-side development, scripting, tooling, package management, and runtime optimization.
Enterprise Rust with ownership model and safety guarantees: Rust 1.91.1, Tokio 1.48, async/await, macro system, error handling, memory safety patterns; activates for systems programming, performance-critical code, concurrent applications, and safety-first development.
Enterprise Shell scripting with Bash 5.2, ShellCheck, bats-core testing, POSIX compliance, and Context7 MCP integration for defensive scripting patterns.
Enterprise Skill for advanced development
Intelligent learning system optimizer that analyzes session patterns, identifies improvement opportunities, and continuously enhances Alfred's performance through adaptive learning and knowledge optimization. Use when optimizing Alfred's behavior, analyzing session patterns, improving system performance, or when implementing adaptive learning capabilities.
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always
Enterprise TypeScript with strict typing and modern ecosystem TypeScript 5.9.3, Next.js 16, Turbopack, React 19, tRPC, Zod for type-safe schemas; activates for full-stack development, API contract definition, type safety enforcement, and framework-agnostic TypeScript patterns.
Comprehensive change tracking and audit logging system that monitors file modifications, code changes, and project evolution. Use when tracking project history, maintaining audit trails, analyzing development patterns, or when detailed change documentation is required for compliance and team collaboration.. Enhanced with Context7 MCP for up-to-date documentation.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use when debugging slow queries, designing database schemas, or optimizing application performance.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Create, update, and archive handoffs with proper metadata and verification
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup
Enterprise practical workflows, context engineering strategies, JIT (Just-In-Time) retrieval optimization, real-world execution examples, debugging patterns, and moai-adk workflow mastery; activates for workflow pattern learning, context optimization, debugging issue resolution, feature implementation end-to-end, and team knowledge transfer
Enterprise testing framework with pytest 8.4.x, Vitest 4.x, Playwright 1.48.x, Testing Library 15.x, httpx 0.28.x, k6 load testing, and accessibility testing
AI-powered enterprise web application testing orchestrator with Context7 integration, intelligent test generation, visual regression testing, cross-browser coordination, and automated QA workflows for modern web applications
SQL best practices with pgTAP, sqlfluff 3.2, query optimization, and migration management.
Analyze fit between job requirements and background using lexicons - identifies gaps, develops reframing strategies, creates cover letter plan
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestion patterns, TRUST 5 quality gates, TAG chain integrity, commit message standards. 사용: 워크플로우 규칙 검증, 품질 게이트 확인, MoAI-ADK 표준 준수, 아키텍처 규칙 검증.
Enterprise Skill for advanced development
Enterprise-grade cloud architecture expertise with production-ready patterns for AWS (Lambda 3.13, ECS/Fargate 1.4.0, RDS, CDK 2.223.0), GCP (Cloud Run Gen2, Cloud Functions 2nd gen, Cloud SQL), Azure (Functions v4, Container Apps, AKS), and multi-cloud orchestration (Terraform 1.9.8, Pulumi 3.x, Kubernetes 1.34). Covers serverless architectures, container orchestration, multi-cloud deployments, cloud-native databases, infrastructure automation, cost optimization, security patterns, and disaster recovery for 2025 stable versions.
Enterprise Machine Learning specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master AutoML, neural architecture search, MLOps automation, and production ML deployment. Build scalable ML pipelines with comprehensive monitoring and experiment tracking.
AI-powered enterprise refactoring with Context7 integration, automated code transformation, Rope pattern intelligence, and technical debt quantification across 25+ programming languages
Enterprise Skill for advanced development
Enterprise Skill for advanced development
# Enterprise Backend Architecture - v4.0.0 **Modern async patterns, microservices, API design, and production deployment** > **Primary Agent**: backend-expert > **Stack**: FastAPI 0.118+, Django 5.2+, async Python, Kubernetes 1.30+, PostgreSQL 17+ > **Keywords**: backend, api, microservices, database, async, fastapi, django, kubernetes ## Level 1: Quick Reference ### Core Technology Stack (2025) **Frameworks**: FastAPI 0.118+, Django 5.2+, Django Ninja 1.4+ **Async Runtime**: asyncio, uvloo
SPEC document management - lifecycle, versioning, approval workflows, 50+ references, SPEC-first TDD integration
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enhanced docs linting with AI-powered features. Enhanced with Context7 MCP for up-to-date documentation.
# Enterprise Backend Architecture - v4.0.0 **Modern async patterns, microservices, API design, and production deployment** > **Primary Agent**: backend-expert > **Stack**: FastAPI 0.118+, Django 5.2+, async Python, Kubernetes 1.30+, PostgreSQL 17+ > **Keywords**: backend, api, microservices, database, async, fastapi, django, kubernetes ## Level 1: Quick Reference ### Core Technology Stack (2025) **Frameworks**: FastAPI 0.118+, Django 5.2+, Django Ninja 1.4+ **Async Runtime**: asyncio, uvloo
Enterprise Alfred Proactive Suggestions with AI-powered intelligent assistance, Context7 integration, and intelligent recommendation orchestration for enhanced productivity
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions
AI-powered enterprise MCP (Model Context Protocol) server orchestrator with intelligent plugin management, predictive optimization, ML-based performance analysis, and Context7-enhanced integration patterns. Use when creating smart MCP systems, implementing AI-driven plugin discovery, optimizing MCP performance with machine learning, or building enterprise-grade server architecture with automated compliance and governance.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Enterprise Configuration Management with AI-powered settings architecture, Context7 integration, and intelligent configuration orchestration for scalable applications
Use when working with Linear tickets/issues - establishes workflows for creating and updating tickets (issues)
Enterprise comprehensive code review automation with AI-powered quality analysis, TRUST 5 enforcement, multi-language support, Context7 integration, security scanning, performance analysis, test coverage validation, and automated review feedback generation
Practical bash scripting guidance emphasising defensive programming, ShellCheck compliance, and simplicity. Use when writing shell scripts that need to be reliable and maintainable.
Enterprise Convex Real-Time Backend with AI-powered reactive database architecture, Context7 integration, and intelligent synchronization orchestration for collaborative applications
Adaptive communication patterns and role selection based on user expertise level and request type. Use for personalized user interactions, expertise detection, and dynamic communication adaptation.
Enterprise Shell scripting with Bash 5.2, ShellCheck, bats-core testing, POSIX compliance, and Context7 MCP integration for defensive scripting patterns.
R 4.4+ best practices with testthat 3.2, lintr 3.2, and data analysis patterns.
AI-powered enterprise Claude Code hooks orchestrator with intelligent automation, predictive maintenance, ML-based optimization, and Context7-enhanced workflow patterns. Use when designing smart hook systems, implementing AI-driven automation, optimizing hook performance with machine learning, or building enterprise-grade workflow orchestration with automated compliance and monitoring.
Enhanced Just-In-Time document loading system that intelligently discovers, loads, and caches relevant documentation based on user intent and project context. Use when users need specific documentation, when working with new technologies, when answering domain-specific questions, or when context indicates documentation gaps.
Enterprise GitHub issue labeling orchestrator with semantic label taxonomy, AI-powered auto-labeling, label hierarchy system, workflow automation, issue triage acceleration, and stakeholder communication; activates for issue classification, label management, workflow automation, priority assignment, and team communication
AI-powered enterprise Claude Code hooks orchestrator with intelligent automation, predictive maintenance, ML-based optimization, and Context7-enhanced workflow patterns. Use when designing smart hook systems, implementing AI-driven automation, optimizing hook performance with machine learning, or building enterprise-grade workflow orchestration with automated compliance and monitoring.
SQL best practices with pgTAP, sqlfluff 3.2, query optimization, and migration management.
Enterprise Skill for advanced development
Enterprise Skill for advanced development
Enterprise C# 13 development with .NET 9, async/await, LINQ, Entity Framework Core, ASP.NET Core, and Context7 MCP integration for modern backend and enterprise applications.
Use when tests have race conditions, timing dependencies, or inconsistent pass/fail behavior - replaces arbitrary timeouts with condition polling to wait for actual state changes, eliminating flaky tests from timing guesses
Comprehensive change tracking and audit logging system that monitors file modifications, code changes, and project evolution. Use when tracking project history, maintaining audit trails, analyzing development patterns, or when detailed change documentation is required for compliance and team collaboration.. Enhanced with Context7 MCP for up-to-date documentation.
Claude Code Markdown integration, documentation generation, and structured content patterns. Use when generating documentation, managing markdown content, or creating structured reports.
Apply Strunk's timeless writing rules to ANY prose humans will read—documentation, commit messages, error messages, explanations, reports, or UI text. Makes your writing clearer, stronger, and more professional.
AI-powered enterprise debugging orchestrator with Context7 integration, intelligent error pattern recognition, automated root cause analysis, predictive fix suggestions, and multi-process debugging coordination across 25+ languages and distributed systems
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
AI-powered enterprise MCP (Model Context Protocol) server development orchestrator with Context7 integration, intelligent code generation, automated architecture design, and enterprise-grade server deployment patterns for advanced LLM service integration
Enterprise multi-agent workflow orchestration specialist. Master workflow design, agent coordination, task delegation, and process automation with Context7 MCP integration and comprehensive monitoring. Build scalable, intelligent workflow systems with fault tolerance and performance optimization.
Enterprise-grade Python expertise with production patterns for Python 3.13.9, FastAPI 0.115.x, Django 5.2 LTS, Pydantic v2, SQLAlchemy 2.0; activates for API development, ORM usage, async patterns, testing frameworks, and production deployment strategies.
Handle template comparison and optimization workflows including backup detection, smart merging, and update completion reporting. Enhanced with Context7 MCP for up-to-date documentation.
Claude Code Commands system, workflow orchestration, and command-line interface patterns. Use when creating custom commands, managing workflows, or implementing CLI interfaces.
Vector icon libraries ecosystem guide covering 10+ major libraries with 200K+ icons, including React Icons (35K+), Lucide (1000+), Tabler Icons (5900+), Iconify (200K+), Heroicons, Phosphor, and Radix Icons with implementation patterns, decision trees, and best practices.
PHP 8.4+ best practices with PHPUnit 11, Composer, PSR-12 standards, and web frameworks (Laravel, Symfony).
README.md generation specialist with dynamic project analysis capabilities. Master professional README creation, specialized templates, and automated documentation generation. Create comprehensive, engaging README files that showcase projects effectively and follow best practices.
Enterprise Go for systems and network programming Go 1.25.4, Fiber v3, gRPC, context patterns, goroutine orchestration, standard library mastery; activates for REST APIs, microservices, concurrent systems, backend infrastructure, and performance-critical code.
Claude Code Markdown integration, documentation generation, and structured content patterns. Use when generating documentation, managing markdown content, or creating structured reports.
REST API and GraphQL design with OpenAPI 3.1, authentication, versioning, and rate limiting.
Enterprise EARS (Evaluate, Analyze, Recommend, Synthesize) Framework with AI-powered requirements engineering, Context7 integration, and intelligent solution orchestration for systematic problem-solving
Claude Code settings management, preference customization, and user experience optimization. Use when customizing Claude Code behavior, managing user preferences, or optimizing development experience.
Swift 6.0 enterprise development with async/await, SwiftUI, Combine, and Swift Concurrency. Advanced patterns for iOS, macOS, server-side Swift, and enterprise mobile applications with Context7 MCP integration.
Enterprise Application Monitoring with AI-powered observability architecture, Context7 integration, and intelligent performance orchestration for scalable modern applications
Enterprise-grade security expertise with production-ready patterns for OWASP Top 10 2021, zero-trust architecture, threat modeling (STRIDE, PASTA), secure SDLC, DevSecOps automation, cloud security, cryptography, identity & access management, and compliance frameworks (SOC 2, ISO 27001, GDPR, CCPA).
Enterprise Skill for advanced development
Enterprise Cloudflare Edge Platform with AI-powered edge computing architecture, Context7 integration, and intelligent global orchestration for scalable modern applications
Enterprise configuration schema validation and management orchestrator with JSON Schema v2024-12, Context7 integration, semantic versioning compliance, environment variable management, secrets handling, multi-environment support, and configuration-as-code best practices; activates for config validation, schema enforcement, environment setup, secrets management, and configuration audits
AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation
AI-powered enterprise internal communications orchestrator with Context7 integration, intelligent content generation, automated workflow optimization, multi-format support (reports, newsletters, FAQs), and enterprise-grade communication intelligence
Complete config.json CRUD operations with validation, merge strategy, and error recovery. Use for project initialization, setting updates, and configuration management with intelligent backup and recovery.
Enterprise Claude Code context window optimization with 2025 best practices: aggressive clearing, memory file management, MCP optimization, strategic chunking, and quality-over-quantity principles for 200K token context windows.
Java programming language patterns, object-oriented design, and enterprise application development. Use when building enterprise applications, Android apps, or large-scale systems.
Enterprise GitHub issue labeling orchestrator with semantic label taxonomy, AI-powered auto-labeling, label hierarchy system, workflow automation, issue triage acceleration, and stakeholder communication; activates for issue classification, label management, workflow automation, priority assignment, and team communication