--- title: Parallel Agents description: Multi-agent orchestration patterns for coordinating specialized agents with different domain expertise --- ## Overview The parallel-agents skill enables coordinating multiple specialized agents through Antigravity's native agent system. It provides patterns for orchestrating agents to handle complex tasks requiring multiple expertise domains or comprehensive analysis from multiple perspectives. ## What This Skill Provides - **Native agent invocation**: Using Antigravity's built-in Agent Tool - **Orchestration patterns**: Proven patterns for multi-agent coordination - **Sequential and parallel execution**: When to run agents in sequence vs parallel - **Context passing**: Sharing findings between agents - **Synthesis protocols**: Combining results from multiple agents - **17 specialized agents**: Available agents and their expertise domains ## 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" | | `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" | ## Antigravity 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. **Choose relevant agents** - 17 specialized agents available 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 ## Use Cases - Comprehensive codebase analysis - Multi-domain feature implementation - Security audits with multiple perspectives - Full-stack application building - Code quality reviews from multiple angles - Performance optimization across layers - Migration planning and execution ## Related Skills - [App Builder](/skills/app-builder) - Uses agent coordination for building apps - [Intelligent Routing](/skills/intelligent-routing) - Automatic agent selection - [Behavioral Modes](/skills/behavioral-modes) - Agent behavior adaptation - [Plan Writing](/skills/plan-writing) - Planning multi-agent work ## Which Agents Use This Skill - **orchestrator** - Primary orchestrator agent that coordinates other agents - Other agents can invoke specialist agents when needed ## Sequential vs Parallel Execution ### Sequential (dependencies) ``` 1. database-architect (must complete first) ↓ 2. backend-specialist (needs schema) ↓ 3. frontend-specialist (needs API) ↓ 4. test-engineer (needs all code) ``` ### Parallel (independent) ``` After core implementation: ├─ security-auditor (code review) ├─ performance-optimizer (bundle analysis) └─ test-engineer (test generation) [All run simultaneously] ``` ## Context Passing Techniques 1. **Explicit context**: "Based on the security findings..." 2. **File references**: "Review the files identified by explorer-agent" 3. **Shared artifacts**: Reference files created by previous agents 4. **Issue tracking**: Pass list of issues to next agent 5. **Decision logs**: Share architectural decisions ## Error Handling in Orchestration - If an agent fails, log error and continue with other agents - Critical dependencies should block subsequent agents - Provide partial synthesis even if some agents fail - Document which agents completed successfully - Offer to retry failed agents with different parameters