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AOS ships with 245 specialized agents across 20 categories, imported from agent-swarm/swarm.config.json. Every agent is a .md file in agent-swarm/agents/ that defines the agent's identity, capabilities, behavior, and constraints.
Viewing Agents
# List all registered agents via API
curl -s http://localhost:8000/api/registry/agents/?source=SWARM \
-H "Authorization: Bearer $TOKEN"| python3 -m json.tool
# Filter by category (stored in metadata.source_category)
curl -s "http://localhost:8000/api/registry/agents/?source=SWARM" \
-H "Authorization: Bearer $TOKEN"| python3 -c "import sys,jsonagents = json.load(sys.stdin)for a in agents: cat = a['metadata'].get('source_category','') if cat == 'sales': print(a['name'])"
Agent Categories
Core Orchestrators (3 agents)
Workflow management agents used internally by orchestrator.py.
Agent
Purpose
questionnaire
Clarifies requirements before execution begins
planner
Decomposes the goal into a structured task plan
debugger
Detects and diagnoses failures during the debug phase
Engineering (31 agents)
Full-stack software development and DevOps.
Agent
Purpose
engineering-backend-architect
System design, API design, microservices
engineering-frontend-developer
React, Vue, TypeScript, UI implementation
engineering-devops-automator
CI/CD, Docker, Kubernetes, infrastructure
engineering-security-engineer
Vulnerability assessment, secure coding
engineering-sre
Reliability, SLOs, incident response
engineering-code-reviewer
Code quality, style, complexity analysis
engineering-python-expert
Python best practices, optimization
engineering-go-specialist
Go patterns, concurrency, performance
engineering-kotlin-expert
Android, Kotlin coroutines, multiplatform
engineering-cpp-build-expert
C++ build systems, CMake, Bazel
engineering-react-specialist
React component architecture, performance
engineering-database-specialist
Schema design, query optimization
engineering-microservices-architect
Service mesh, event-driven design
+ 18 more
Language experts, framework specialists
Marketing (29 agents)
Agent
Purpose
marketing-seo-specialist
Keyword research, on-page optimization, technical SEO
Vertical specialists across healthcare, finance, legal, and tech
GSD — Getting Stuff Done (18 agents)
Practical execution agents used for research, planning, and delivery.
Agent
Purpose
gsd-planner
Task decomposition and sequencing
gsd-executor
Step-by-step task execution
gsd-researcher
Deep research and synthesis
gsd-verifier
Output quality verification
gsd-debugger
Root cause analysis
gsd-codebase-mapper
Repository structure analysis
gsd-ui-researcher
UI/UX pattern research
+ 11 more
Assumption analysis, profiling, checkpointing
Testing & QA (8 agents)
Agent
Purpose
testing-browser-qa
Playwright/Puppeteer browser automation
testing-api-tester
REST/GraphQL contract testing
testing-performance-tester
Load testing, benchmarking
testing-regression-tester
Regression suite management
testing-e2e-runner
End-to-end test orchestration
testing-reality-checker
Sanity checks, smoke testing
+ 2 more
Security testing, coverage analysis
Design (8 agents)
Agent
Purpose
design-ux-architect
Information architecture, user flows
design-ui-designer
Visual design systems, component libraries
design-brand-guardian
Brand consistency, style guide enforcement
design-visual-storyteller
Data visualization, infographics
design-image-prompt-engineer
Midjourney/DALL-E prompt crafting
+ 3 more
Motion design, presentation design
Project Management (6 agents)
Agent
Purpose
project-manager-senior
Project planning, stakeholder management
project-management-scrum-master
Sprint ceremonies, velocity tracking
project-management-studio-operations
Resource allocation, capacity planning
project-management-jira-workflow-steward
Jira configuration, workflow automation
+ 2 more
Risk management, retrospectives
Game Development (20 agents)
Agent
Purpose
game-unity-expert
Unity C# development, performance optimization
game-unreal-developer
Unreal Engine Blueprints and C++
game-mechanics-designer
Gameplay loop design, balancing
game-performance-optimizer
GPU profiling, draw call optimization
game-3d-artist-director
3D asset pipelines, LOD strategies
game-audio-director
Sound design, adaptive audio systems
+ 14 more
Narrative design, multiplayer, monetization
Spatial Computing (6 agents)
VR/AR/XR development.
Agent
Purpose
spatial-xr-architect
XR system design, device compatibility
spatial-visionos-developer
Apple Vision Pro development
spatial-interaction-designer
3D UI, hand tracking, gesture design
+ 3 more
Performance, accessibility, passthrough
Academic (5 agents)
Agent
Purpose
academic-researcher
Literature review, citation management
academic-thesis-writer
Structure, argumentation, academic style
academic-peer-reviewer
Paper review, methodology critique
+ 2 more
Grant writing, conference abstracts
Support (6 agents)
Agent
Purpose
support-tier1-agent
First-line customer support, FAQ handling
support-escalation-manager
Complex issue triage, escalation routing
support-troubleshooter
Technical debugging with customers
+ 3 more
Onboarding, success management
Creative (2 agents)
Agent
Purpose
creative-writer
Long-form narrative, storytelling, scripts
creative-motion-graphics
Motion design direction, storyboarding
Integrations (13 agents)
Agents specialized for specific tools and platforms.
Agent
Purpose
integration-claude-code
Anthropic Claude Code CLI expert
integration-cursor
Cursor IDE workflows
integration-github-copilot
Copilot optimization
integration-aider
Aider git-aware coding
integration-windsurf
Windsurf IDE workflows
integration-gemini-cli
Google Gemini CLI expert
+ 7 more
Other AI tool integrations
Agent File Format
Each agent is a Markdown file with optional YAML frontmatter:
---name: Sales Account Strategistdescription: Enterprise account expansion specialistvibe: Strategic, data-driven, relationship-focused---# Sales Account Strategist
You are an expert enterprise sales strategist...
## Core Capabilities- Stakeholder mapping and whitespace analysis
- QBR design and executive business reviews
- Expansion play identification
## Your Approach1. Analyze the current account footprint
2. Identify untapped departments or use cases
...
To add a custom agent, create a .md file in agent-swarm/agents/<category>/ and run python manage.py sync_swarm_agents.