DevOps & Deployment for Claude Code

Use when building .NET Core applications requiring cloud-native architecture, high-performance microservices, modern C# patterns, or cross-platform deployment with minimal APIs and advanced ASP.NET Core features. Specifically:\\n\\n<example>\\nContext: Building a microservices platform with multiple .NET 10 services that need cloud-native deployment, health checks, and distributed tracing across services.\\nuser: \"I need to build a system with 5 microservices in .NET 10 using minimal APIs, each

Provides installation guidance, usage examples, and automation patterns for the Droid CLI, with emphasis on droid exec for CI/CD and non-interactive automation

Use this agent when optimizing the complete developer workflow including build times, feedback loops, testing efficiency, and developer satisfaction metrics across the entire development environment. Specifically:\\n\\n<example>\\nContext: A team reports slow development cycles with 3-minute build times, 2-minute test runs, and frustration with development server startup.\\nuser: \"Our developers are losing productivity due to slow builds and feedback loops. Build time is 3 minutes, tests take 2

The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to investigate incidents, validate deployments, triage errors, detect performance regressions, validate releases, and manage security vulnerabilities by autonomously analysing traces, logs, and Dynatrace findings. This enables targeted and precise remediation of identified issues directly within the repository.

Use when developing firmware for resource-constrained microcontrollers, implementing RTOS-based applications, or optimizing real-time systems where hardware constraints, latency guarantees, and reliability are critical. Specifically:\\n\\n<example>\\nContext: A team is building firmware for an STM32F4-based IoT sensor that must operate on battery power for 6 months with strict latency requirements.\\nuser: \"We need firmware for a temperature/humidity sensor running on STM32F4 with 48KB RAM. Mus

Use this agent when distributed system errors occur and need coordinated handling across multiple components, or when you need to implement comprehensive error recovery strategies with automated failure detection and cascade prevention. Specifically:\\n\\n<example>\\nContext: A database service fails, and multiple dependent microservices start experiencing timeouts and connection errors. The team needs to correlate these errors, prevent cascading failures, and coordinate recovery.\\nuser: \"We h

Use when building payment systems, financial integrations, or compliance-heavy financial applications that require secure transaction processing, regulatory adherence, and high transaction accuracy. Specifically:\\n\\n<example>\\nContext: Building a new payment gateway that handles credit card processing with PCI DSS compliance requirements.\\nuser: \"We need to build a payment processing system that handles 10k transactions per second with multiple payment methods. It needs PCI DSS Level 1 cert

GitHub Actions specialist focused on secure CI/CD workflows, action pinning, OIDC authentication, permissions least privilege, and supply-chain security

Use when building Go applications requiring concurrent programming, high-performance systems, microservices, or cloud-native architectures where idiomatic patterns, error handling excellence, and efficiency are critical. Specifically:\\n\\n<example>\\nContext: Building a gRPC-based microservice that handles thousands of concurrent requests with strict latency requirements and needs proper error propagation and graceful shutdown\\nuser: \"Create a gRPC service in Go that can handle 10k concurrent

Use this agent when an active security breach, service outage, or operational incident requires immediate response, evidence preservation, and coordinated recovery. Specifically:\\n\\n<example>\\nContext: Your production database has gone offline and customers are experiencing service failures.\\nuser: \"Our database is down and affecting all users. We need to respond immediately.\"\\nassistant: \"I'll activate the incident-responder agent to manage this service outage - we'll assess severity, m

Use when designing and deploying IoT solutions requiring expertise in device management, edge computing, cloud integration, and handling challenges like massive device scale, complex connectivity scenarios, or real-time data pipelines. Specifically:\\n\\n<example>\\nContext: A smart city project needs to deploy 50,000 sensors across a metropolitan area with cellular and LoRaWAN connectivity, requiring edge processing to reduce cloud costs and real-time anomaly detection.\\nuser: \"We're building

Use for orchestrating complex IT operations tasks that span multiple domains (PowerShell automation, .NET development, infrastructure management, Azure, M365) by intelligently routing work to specialized agents. Specifically:\\n\\n<example>\\nContext: An organization needs to audit stale Active Directory users and then disable them in a safe manner.\\nuser: \"We need to find all inactive AD users from the last 90 days and disable them. I want enumeration of users, a safety check before disabling

Expert assistance for building Model Context Protocol servers in Java using reactive streams, the official MCP Java SDK, and Spring Boot integration.

The dedicated Application Security agent for automated security remediation. Verifies package and version compliance, and suggests vulnerability fixes using JFrog security intelligence.

Use this agent when you need to design, deploy, configure, or troubleshoot Kubernetes clusters and workloads in production environments. Specifically:\\n\\n<example>\\nContext: Your team needs to set up a production Kubernetes cluster with high availability, security hardening, and auto-scaling capabilities.\\nuser: \"We're migrating our microservices to Kubernetes. Can you design a production-grade cluster architecture with security best practices and performance optimization?\"\\nassistant: \"

Use when building Laravel 10+ applications, architecting Eloquent models with complex relationships, implementing queue systems for async processing, or optimizing API performance. Specifically:\\n\\n<example>\\nContext: Building a new Laravel 10 SaaS application from scratch with multi-tenancy, real-time features, and complex database design\\nuser: \"I need to build a Laravel 10 SaaS platform for task management. Requirements: multi-tenant architecture, real-time notifications via WebSockets,

Use this agent when modernizing legacy systems that need incremental migration strategies, technical debt reduction, and risk mitigation while maintaining business continuity. Specifically:\\n\\n<example>\\nContext: A development team has a 15-year-old monolithic system with critical business dependencies and no test coverage that needs gradual modernization.\\nuser: \"Our legacy system is critical for revenue but it's becoming impossible to maintain. Tech stack is ancient, test coverage near ze

LLMs.txt roadmap file generator and maintainer for AI Engine Optimization (AEO). Use after build completion, content changes, or when setting up AI crawler navigation for a site. Detects framework, scans site structure, and writes a spec-compliant llms.txt file.

Load testing and stress testing specialist. Use PROACTIVELY for creating comprehensive load test scenarios, analyzing performance under stress, and identifying system bottlenecks and capacity limits.

Use when automating Microsoft 365 administrative tasks including Exchange Online mailbox provisioning, Teams collaboration management, SharePoint site configuration, license lifecycle management, and Graph API-driven identity automation. Specifically:\\n\\n<example>\\nContext: Enterprise onboarding new employees across departments with Exchange mailbox creation, Teams team membership, SharePoint site permissions, and license assignment\\nuser: \"We need to automate onboarding so when a new emplo

Use this agent when you need to deploy, optimize, or serve machine learning models at scale in production environments. Specifically:\\n\\n<example>\\nContext: User has a trained ML model and needs to deploy it to handle real-time inference requests with minimal latency.\\nuser: \"I have a PyTorch model that needs to serve 1000+ requests per second. What's the best way to deploy this?\"\\nassistant: \"I'll use the machine-learning-engineer agent to analyze your model, optimize it for inference,

MCP server deployment and operations specialist. Use PROACTIVELY for containerization, Kubernetes deployments, autoscaling, monitoring, security hardening, and production operations.

Model Context Protocol (MCP) integration specialist for the cli-tool components system. Use PROACTIVELY for MCP server configurations, protocol specifications, and integration patterns.

MCP server integration and orchestration specialist. Use PROACTIVELY for client-server integration, multi-server orchestration, workflow automation, and system architecture design.

Expert assistant for building MCP-based declarative agents for Microsoft 365 Copilot with Model Context Protocol integration

MCP server security specialist. Use PROACTIVELY for security reviews, OAuth implementation, RBAC design, compliance frameworks, and vulnerability assessment.

MCP server architecture and implementation specialist. Use PROACTIVELY for designing servers, implementing transport layers, tool definitions, completion support, and protocol compliance.

Use when designing distributed system architecture, decomposing monolithic applications into independent microservices, or establishing communication patterns between services at scale. Specifically:\\n\\n<example>\\nContext: A company has a monolithic e-commerce application becoming difficult to scale and deploy. Different teams need to own separate business domains independently.\\nuser: \"Help us decompose our monolith into microservices. We have user management, product catalog, orders, and

Use this agent when building production ML systems requiring model training pipelines, model serving infrastructure, performance optimization, and automated retraining. Specifically:\\n\\n<example>\\nContext: A team needs to implement a complete ML system that trains a recommendation model, serves predictions at scale, and monitors for performance degradation.\\nuser: \"We need to build an ML pipeline that trains a collaborative filtering model on 100M user events daily, serves predictions sub-1

Use this agent when you need to design and implement ML infrastructure, set up CI/CD for machine learning models, establish model versioning systems, or optimize ML platforms for reliability and automation. Invoke this agent to build production-grade experiment tracking, implement automated training pipelines, configure GPU resource orchestration, and establish operational monitoring for ML systems. Specifically:\\n\\n<example>\\nContext: A data science team has grown to 50+ data scientists and

Use this agent when building cross-platform mobile applications requiring native performance optimization, platform-specific features, and offline-first architecture. Use for React Native and Flutter projects where code sharing must exceed 80% while maintaining iOS and Android native excellence. Specifically:\\n\\n<example>\\nContext: User is starting a new React Native project that needs to support iOS 18+ and Android 15+ with biometric authentication and offline data synchronization.\\nuser: \

Monitoring and observability infrastructure specialist. Use PROACTIVELY for metrics collection, alerting systems, log aggregation, distributed tracing, SLA monitoring, and performance dashboards.

Neon Auth implementation specialist. Use PROACTIVELY for Stack Auth integration, user management setup, authentication flows, and security best practices with Neon database.

Neon database architecture specialist. Use PROACTIVELY for database schema design, Drizzle ORM integration, query optimization, and serverless performance tuning. Expert in connection management and database migrations.

General Neon Serverless Postgres consultant. Use PROACTIVELY for initial Neon setup, general database questions, and coordinating with specialized agents (neon-database-architect for schemas/ORM, neon-auth-specialist for authentication).

Safe Postgres migrations with zero-downtime using Neon's branching workflow. Test schema changes in isolated database branches, validate thoroughly, then apply to production—all automated with support for Prisma, Drizzle, or your favorite ORM.

Use this agent when designing, optimizing, or troubleshooting cloud and hybrid network infrastructures, or when addressing network security, performance, or reliability challenges. Specifically:\\n\\n<example>\\nContext: User needs to design a multi-region network for a global application with strict latency and availability requirements.\\nuser: \"We need to design a network that connects our 5 regional data centers with sub-50ms latency and 99.99% uptime. What should the architecture look like

Use this agent when building production Next.js 14+ applications that require full-stack development with App Router, server components, and advanced performance optimization. Invoke when you need to architect or implement complete Next.js applications, optimize Core Web Vitals, implement server actions and mutations, or deploy SEO-optimized applications. Specifically:\\n\\n<example>\\nContext: A startup is building an e-commerce platform and needs a complete Next.js 14 implementation with serve