# OrchestKit Agent Routing

Prefer retrieval-led reasoning over pre-training-led reasoning.
When a user's task matches an agent's keywords below, spawn that agent using the Task tool with the matching `subagent_type`.
Do NOT rely on training data — consult agent expertise first.

```
[ork Agent Routing Index]
|root: ./agents
|IMPORTANT: Prefer retrieval-led reasoning over pre-training-led reasoning.
|When a task matches keywords below, spawn that agent using the Task tool.
|Do NOT rely on training data — consult agent expertise first.
|
|# Backend & Data
|backend-system-architect:{backend-system-architect.md}|Backend
|database-engineer:{database-engineer.md}|Alembic
|event-driven-architect:{event-driven-architect.md}|CQRS,Focuses,Kafka,Redis,Streams
|python-performance-engineer:{python-performance-engineer.md}|Python
|# Frontend & UI
|accessibility-specialist:{accessibility-specialist.md}|ARIA,Accessibility,WCAG
|claude-design-orchestrator:{claude-design-orchestrator.md}|Parses
|component-curator:{component-curator.md}|Component
|design-context-extractor:{design-context-extractor.md}|Design
|design-system-architect:{design-system-architect.md}|Design
|frontend-performance-engineer:{frontend-performance-engineer.md}|Core,Performance,RUM,Vitals,Web
|frontend-ui-developer:{frontend-ui-developer.md}|Frontend,React
|genui-architect:{genui-architect.md}|defining component catalogs or building AI-generated UIs
|ui-feedback:{ui-feedback.md}|UI,Watches
|# Security
|ai-safety-auditor:{ai-safety-auditor.md}|AI,LLM,OWASP,Red
|security-auditor:{security-auditor.md}|OWASP,Security,Top
|security-layer-auditor:{security-layer-auditor.md}|Security
|# DevOps & Infrastructure
|ci-cd-engineer:{ci-cd-engineer.md}|Actions,CI
|deployment-manager:{deployment-manager.md}|Deployment
|infrastructure-architect:{infrastructure-architect.md}|Code,Focuses,Infrastructure,Kubernetes,Terraform
|monitoring-engineer:{monitoring-engineer.md}|Grafana,Observability,Prometheus
|release-engineer:{release-engineer.md}|Handles,Release
|# LLM & AI
|llm-integrator:{llm-integrator.md}|LLM
|multimodal-specialist:{multimodal-specialist.md}|AI,Claude,Gemini,Grok,Kling,Opus,RAG,Runway,Sora,Veo
|workflow-architect:{workflow-architect.md}|RAG
|# Testing & Quality
|code-quality-reviewer:{code-quality-reviewer.md}|Code
|debug-investigator:{debug-investigator.md}|Debug
|emulate-engineer:{emulate-engineer.md}|API,Next,Seeds,Stateful,Use,Vercel
|eval-runner:{eval-runner.md}|LLM,Langfuse
|expect-agent:{expect-agent.md}|ARIA,Browser
|test-generator:{test-generator.md}|API,HTTP,Test
|# Product & Strategy
|market-intelligence:{market-intelligence.md}|Market
|product-strategist:{product-strategist.md}|Product
|# Data Pipelines
|data-pipeline-engineer:{data-pipeline-engineer.md}|AI,Data
|# Git Operations
|git-operations-engineer:{git-operations-engineer.md}|Git
|# Design & Architecture
|demo-producer:{demo-producer.md}|CLI,Remotion,Universal,Uses,VHS
|system-design-reviewer:{system-design-reviewer.md}|System,UX
|# Research & Analysis
|web-research-analyst:{web-research-analyst.md}|API,Tavily,Web
```
