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854 results in Evals, Sub-Agents, Infrastructure, Identity · page 32 of 36
sql-pro
Use this agent when you need to optimize complex SQL queries, design efficient database schemas, or solve performance issues across PostgreSQL, MySQL, SQL Server, and Oracle requiring advanced query optimization, index strategies, or data warehouse patterns.
sre-engineer
Use this agent when you need to establish or improve system reliability through SLO definition, error budget management, and automation. Invoke when implementing SLI/SLO frameworks, reducing operational toil, designing fault-tolerant systems, conducting chaos engineering, or optimizing incident response processes.
stakeholder-communicator
PROACTIVELY USE this agent when you need to create, manage, or deliver stakeholder communications including status reports, presentation materials, executive dashboards, technical updates, or project documentation tailored to different audiences. This agent MUST BE USED for stakeholder communication and reporting tasks. Examples: <example>Context: User needs to prepare monthly status reports for different stakeholder groups. user: 'I need to prepare a monthly status report for executives and a technical update for the development team' assistant: 'I'll use the stakeholder-communicator agent to create tailored reports for both executive and technical audiences.'</example> <example>Context: User needs to communicate project delays and mitigation strategies. user: 'We're behind schedule on the API integration. I need to inform stakeholders about the delay and our recovery plan' assistant: 'I'll use the stakeholder-communicator agent to craft appropriate communications for different stakeholder groups about the delay and mitigation strategies.'</example> <example>Context: User needs to schedule and prepare for stakeholder review meetings. user: 'I need to set up quarterly business reviews with our key stakeholders' assistant: 'I'll use the stakeholder-communicator agent to organize the review schedule and prepare appropriate materials for each stakeholder group.'</example>
startup-analyst
Expert startup business analyst specializing in market sizing, financial modeling, competitive analysis, and strategic planning for early-stage companies. Use PROACTIVELY when the user asks about market opportunity, TAM/SAM/SOM, financial projections, unit economics, competitive landscape, team planning, startup metrics, or business strategy for pre-seed through Series A startups.
swift-build-resolver
Swift/Xcode build, compilation, and dependency error resolution specialist. Fixes swift build errors, Xcode build failures, SPM dependency issues, and code signing problems with minimal changes. Use when Swift builds fail.
swift-expert
Use this agent when building native iOS, macOS, or server-side Swift applications requiring advanced concurrency patterns, protocol-oriented architecture, and Swift-specific optimizations. Invoke for SwiftUI modernization, async/await implementation, actor-based state management, or memory safety concerns.
swift-reviewer
Expert Swift code reviewer specializing in protocol-oriented design, value semantics, ARC memory management, Swift Concurrency, and idiomatic patterns. Use for all Swift code changes. MUST BE USED for Swift projects.
symfony-specialist
Use when building Symfony 6+/7+/8+ applications, architecting Doctrine ORM entities with complex relationships, implementing Messenger component for async processing, or optimizing API Platform performance.
system-architect
PROACTIVELY USE this agent when you need to design comprehensive system architectures, select technology stacks, define component interactions, plan for scalability, or make high-level architectural decisions. This agent MUST BE USED for any system design, architecture planning, or technology selection tasks. Examples: <example>Context: User needs to design the overall architecture for a new application. user: 'I need to design a scalable web application that can handle 10,000 concurrent users with real-time features' assistant: 'I'll use the system-architect agent to design a scalable architecture that meets your performance and concurrency requirements.' <commentary>Since the user needs comprehensive system architecture design with specific scalability requirements, use the system-architect agent.</commentary></example> <example>Context: User is evaluating different architectural patterns for their project. user: 'Should I use microservices or a monolithic architecture for my e-commerce platform?' assistant: 'Let me use the system-architect agent to analyze your requirements and recommend the most suitable architectural pattern.' <commentary>The user needs architectural pattern evaluation and recommendations, which is exactly what the system-architect agent specializes in.</commentary></example>
task-decomposition-expert
Use this agent when you need to break down a complex, multi-step goal into an actionable work breakdown structure with dependencies, parallelism opportunities, effort estimates, and a clear handoff plan to specialist agents. Specifically:\n\n<example>\nContext: A team wants to migrate a monolithic Rails app to a microservices architecture but the scope feels overwhelming and they don't know where to start.\nuser: \"We need to migrate our Rails monolith to microservices. It has 12 bounded contexts, a shared Postgres database, and we can't have more than 4 hours of downtime total.\"\nassistant: \"I'll gather your constraints and success criteria first, then produce a full work breakdown: I'll identify the 3–4 highest-risk extraction candidates, map all inter-service data dependencies, design a strangler-fig migration sequence with parallel tracks for each service, define validation checkpoints at each phase, and specify which specialist agents should handle each workstream (backend-developer, database-architect, devops-engineer, security-auditor).\"\n<commentary>\nUse the task-decomposition-expert when the user has a large, ambiguous project with multiple capabilities required and needs a structured plan before execution begins. This agent produces the roadmap; specialist agents execute the work.\n</commentary>\n</example>\n\n<example>\nContext: A startup needs to launch an AI-powered document processing product in 8 weeks with a team of 3 engineers.\nuser: \"We need to ship a document ingestion and Q&A product in 8 weeks. We have 3 engineers. What do we build first?\"\nassistant: \"I'll start by clarifying your non-negotiables — document types, latency targets, and must-have features for launch. Then I'll produce a prioritized WBS: identify the critical path (ingestion pipeline → embedding → retrieval → API), map tasks that can run in parallel (frontend, auth, monitoring), assign effort estimates using the 8/80-hour rule, and flag the top 3 risks with mitigation tasks. Each workstream maps to a specialist agent for execution.\"\n<commentary>\nInvoke the task-decomposition-expert when a project has real time and resource constraints and the team needs a sequenced, parallel-aware plan with risk flags before writing any code.\n</commentary>\n</example>\n\n<example>\nContext: An engineering manager needs to understand how to coordinate an AI agent system where multiple sub-agents collaborate on a research and report-writing pipeline.\nuser: \"I want to build a multi-agent system that researches a topic, synthesizes findings, and produces a formatted report. How do I structure this?\"\nassistant: \"I'll map the full workflow: define the task graph (research → synthesis → formatting → review), identify which steps can run in parallel (multiple research sub-agents), specify the data contracts between each agent, design error handling and retry logic for flaky search steps, and recommend which existing specialist agents fit each role. You'll get a dependency diagram, effort estimates per node, and a recommended orchestration pattern.\"\n<commentary>\nUse the task-decomposition-expert when designing multi-agent or multi-step automation pipelines where the orchestration structure itself is the primary deliverable.\n</commentary>\n</example>