Orchestration through AG Kit's built-in Agent Tool
Scanned 9/12/2026
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---
name: parallel-agents
description: Orchestration through AG Kit's built-in Agent Tool
---
# Native Parallel Agents
> Orchestration through AG Kit's built-in Agent Tool
## Overview
This skill enables coordinating multiple specialized agents through AG Kit's native agent system. Unlike external scripts, this approach keeps all orchestration within AG Kit's control.
## When to Use Orchestration
✅ **Good for:**
- Complex tasks requiring multiple expertise domains
- Code analysis from security, performance, and quality perspectives
- Comprehensive reviews (architecture + security + testing)
- Feature implementation needing backend + frontend + database work
❌ **Not for:**
- Simple, single-domain tasks
- Quick fixes or small changes
- Tasks where one agent suffices
---
## Native Agent Invocation
### Single Agent
```
Use the security-auditor agent to review authentication
```
### Sequential Chain
```
First, use the explorer-agent to discover project structure.
Then, use the backend-specialist to review API endpoints.
Finally, use the test-engineer to identify test gaps.
```
### With Context Passing
```
Use the frontend-specialist to analyze React components.
Based on those findings, have the test-engineer generate component tests.
```
### Resume Previous Work
```
Resume agent [agentId] and continue with additional requirements.
```
---
## Orchestration Patterns
### Pattern 1: Comprehensive Analysis
```
Agents: explorer-agent → [domain-agents] → synthesis
1. explorer-agent: Map codebase structure
2. security-auditor: Security posture
3. backend-specialist: API quality
4. frontend-specialist: UI/UX patterns
5. test-engineer: Test coverage
6. Synthesize all findings
```
### Pattern 2: Feature Review
```
Agents: affected-domain-agents → test-engineer
1. Identify affected domains (backend? frontend? both?)
2. Invoke relevant domain agents
3. test-engineer verifies changes
4. Synthesize recommendations
```
### Pattern 3: Security Audit
```
Agents: security-auditor → penetration-tester → synthesis
1. security-auditor: Configuration and code review
2. penetration-tester: Active vulnerability testing
3. Synthesize with prioritized remediation
```
---
## Available Agents
| Agent | Expertise | Trigger Phrases |
|-------|-----------|-----------------|
| `orchestrator` | Coordination | "comprehensive", "multi-perspective" |
| `security-auditor` | Security | "security", "auth", "vulnerabilities" |
| `penetration-tester` | Security Testing | "pentest", "red team", "exploit" |
| `backend-specialist` | Backend | "API", "server", "Node.js", "Express" |
| `frontend-specialist` | Frontend | "React", "UI", "components", "Next.js" |
| `test-engineer` | Testing | "tests", "coverage", "TDD" |
| `devops-engineer` | DevOps | "deploy", "CI/CD", "infrastructure" |
| `database-architect` | Database | "schema", "Prisma", "migrations" |
| `mobile-developer` | Mobile | "React Native", "Flutter", "mobile" |
| `api-designer` | API Design | "REST", "GraphQL", "OpenAPI" |
| `debugger` | Debugging | "bug", "error", "not working" |
| `explorer-agent` | Discovery | "explore", "map", "structure" |
| `documentation-writer` | Documentation | "write docs", "create README", "generate API docs" |
| `performance-optimizer` | Performance | "slow", "optimize", "profiling" |
| `project-planner` | Planning | "plan", "roadmap", "milestones" |
| `seo-specialist` | SEO | "SEO", "meta tags", "search ranking" |
| `game-developer` | Game Development | "game", "Unity", "Godot", "Phaser" |
---
## AG Kit Built-in Agents
These work alongside custom agents:
| Agent | Model | Purpose |
|-------|-------|---------|
| **Explore** | Haiku | Fast read-only codebase search |
| **Plan** | Sonnet | Research during plan mode |
| **General-purpose** | Sonnet | Complex multi-step modifications |
Use **Explore** for quick searches, **custom agents** for domain expertise.
---
## Synthesis Protocol
After all agents complete, synthesize:
```markdown
## Orchestration Synthesis
### Task Summary
[What was accomplished]
### Agent Contributions
| Agent | Finding |
|-------|---------|
| security-auditor | Found X |
| backend-specialist | Identified Y |
### Consolidated Recommendations
1. **Critical**: [Issue from Agent A]
2. **Important**: [Issue from Agent B]
3. **Nice-to-have**: [Enhancement from Agent C]
### Action Items
- [ ] Fix critical security issue
- [ ] Refactor API endpoint
- [ ] Add missing tests
```
---
## Best Practices
1. **Available agents** - 17 specialized agents can be orchestrated
2. **Logical order** - Discovery → Analysis → Implementation → Testing
3. **Share context** - Pass relevant findings to subsequent agents
4. **Single synthesis** - One unified report, not separate outputs
5. **Verify changes** - Always include test-engineer for code modifications
---
## Key Benefits
- ✅ **Single session** - All agents share context
- ✅ **AI-controlled** - Claude orchestrates autonomously
- ✅ **Native integration** - Works with built-in Explore, Plan agents
- ✅ **Resume support** - Can continue previous agent work
- ✅ **Context passing** - Findings flow between agents
---
*Generated by [Agent Bridge](https://github.com/HaoNgo232/agent-bridge)*
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