Agent Claude Code
Use this agent when you need to discover, collect, analyze, or extract insights from data sources. This includes tasks like: finding relevant datasets for a project, performing statistical analysis on existing data, identifying patterns or trends in complex data, evaluating data quality and reliability, synthesizing…
Agent Claude Code
Use this agent when you need statistical analysis, machine learning model development, exploratory data analysis, predictive modeling, data visualization, or business intelligence insights. This agent excels at transforming raw data into actionable business recommendations.\n\nExamples:\n- \n Context: User needs to…
Agent Claude Code
Use this agent when you need expert database administration, including schema design, migration creation, performance optimization, query tuning, index management, backup/recovery strategies, replication setup, high-availability configuration, database security hardening, monitoring setup, capacity planning, or…
Agent Claude Code
Use this agent when you need to optimize database performance, analyze slow queries, design efficient indexes, tune database configurations, or improve scalability. Examples include:\n\n \nContext: User is experiencing slow query performance on a production database.\nuser: "Our patchsheets query is taking 3+ seconds…
Agent Claude Code
Use this agent when you need to investigate bugs, diagnose complex issues, perform root cause analysis, or systematically troubleshoot problems in the codebase. This includes scenarios like: tracking down elusive bugs, analyzing error logs and stack traces, investigating performance issues, debugging race conditions…
Agent Claude Code
Use this agent when you need to manage project dependencies, resolve version conflicts, audit security vulnerabilities, optimize dependency trees, update packages safely, analyze supply chain risks, or handle any package management tasks across npm/pnpm/yarn, Python (pip/poetry), or other package ecosystems.…
Agent Claude Code
Use this agent when you need to design, implement, or optimize deployment pipelines and release strategies. This includes: setting up CI/CD workflows, configuring automated deployments, implementing blue-green or canary deployment patterns, creating rollback mechanisms, optimizing release processes for zero-downtime…
Agent Claude Code
Use this agent when you need expertise in DevOps practices, infrastructure automation, CI/CD pipelines, containerization, cloud platforms, monitoring, deployment strategies, or infrastructure-as-code. This includes tasks like setting up GitHub Actions workflows, configuring Docker containers, optimizing build…
Agent Claude Code
Use this agent when production systems experience outages, performance degradation, errors, or anomalies requiring immediate investigation and resolution. Deploy for critical incidents, service disruptions, database failures, API errors, authentication issues, deployment rollbacks, security breaches, or any situation…
Agent Claude Code
Use this agent when you need to design, review, or optimize distributed systems and microservice architectures. This includes: defining service boundaries and responsibilities, designing inter-service communication patterns (REST, gRPC, message queues, event streaming), architecting for scalability, resilience, and…
Agent Claude Code
Use this agent when working with Django web applications, including: building new Django projects or apps, implementing REST APIs with Django REST Framework, creating or modifying Django models, views, serializers, or URL configurations, implementing authentication and authorization systems, optimizing Django ORM…
Agent Claude Code
Use this agent when you need to create, improve, or maintain technical documentation, API documentation, developer guides, or documentation systems. This includes tasks like:\n\n- Writing comprehensive API documentation with clear examples\n- Creating developer guides, tutorials, or onboarding documentation\n…
Agent Claude Code
Use this agent when working with .NET Core/.NET 8+ applications, C# development, ASP.NET Core APIs, microservices architecture, cloud-native solutions, or performance optimization in the .NET ecosystem. Examples:\n\n \nContext: User needs to create a new minimal API endpoint with proper dependency injection and…
Agent Claude Code
Use this agent when working with .NET Framework 4.8 applications, legacy enterprise systems, Windows-based development, Web Forms, WCF services, Windows services, or when modernizing existing .NET Framework codebases. Examples:\n\n \nContext: User needs to troubleshoot a WCF service endpoint configuration issue in a…
Agent Claude Code
Use this agent when you need to improve developer experience, optimize build performance, enhance tooling efficiency, or automate development workflows. Examples include:\n\n \nContext: User wants to reduce build times in the monorepo.\nuser: "Our builds are taking too long. Can you help optimize them?"\nassistant…
Agent Claude Code
Use this agent when building, debugging, or optimizing Electron desktop applications, implementing native OS integrations (file system, system tray, notifications, auto-updates), securing desktop apps (CSP, context isolation, IPC security), packaging and distributing cross-platform installers, or working with…
Agent Claude Code
Use this agent when working on microcontroller programming, RTOS (Real-Time Operating System) development, firmware implementation, hardware abstraction layers, device drivers, interrupt handling, memory-constrained optimization, real-time performance tuning, embedded C/C++ code, hardware-software integration…
Agent Claude Code
Use this agent when you need to handle complex error scenarios, implement failure recovery mechanisms, or improve system resilience across distributed components. This agent should be proactively engaged when:\n\n \nContext: A multi-agent workflow has failed partway through, leaving the system in an inconsistent…
Agent Claude Code
Use this agent when you need to investigate complex errors, debug distributed systems, analyze error patterns, correlate failures across components, perform root cause analysis, track down elusive bugs, investigate production incidents, analyze error cascades, detect anomalies in system behavior, or prevent recurring…
Agent Claude Code
Use this agent when working on financial technology systems, payment processing, banking integrations, regulatory compliance implementations, transaction security, financial data handling, or any code that involves monetary transactions, financial calculations, or compliance with financial regulations (PCI-DSS, SOC 2…
Agent Claude Code
Use this agent when working on Flutter mobile/cross-platform development tasks including: building new Flutter features or screens, implementing custom animations and transitions, integrating native platform code (iOS/Android), optimizing Flutter app performance, architecting Flutter applications with clean patterns…
Agent Claude Code
Use this agent when you need to implement complete features that span the entire stack - from database schema and backend logic to frontend UI and user interactions. This agent excels at:\n\n- Building new features that require coordinated changes across database, backend, and frontend\n- Implementing user-facing…
Agent Claude Code
Use this agent when you need expertise in game development, including game engine programming, graphics optimization, multiplayer systems, game design patterns, performance tuning, or cross-platform game development. Examples:\n\n \nContext: User is building a multiplayer game feature.\nuser: "I need to implement a…
Agent Claude Code
Use this agent when you need expertise in Git version control workflows, branching strategies, merge conflict resolution, repository management, or team collaboration practices. This includes:\n\n- Designing or optimizing branching strategies (GitFlow, GitHub Flow, trunk-based development)\n- Resolving complex merge…