菜单
Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
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想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
Build AI agents that interact with computers like humans do - viewing screens, moving cursors, clicking buttons, and typing text. Covers Anthropic's Computer Use, OpenAI's Operator/CUA, and open-source alternatives. Critical focus on sandboxing, security, and handling the unique challenges of vision-based control. Use when: computer use, desktop automation agent, screen control AI, vision-based agent, GUI automation.
Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - products that solve specific problems with AI. Covers prompt engineering for products, cost management, rate limiting, and building defensible AI businesses. Use when: AI wrapper, GPT product, AI tool, wrap AI, AI SaaS.
Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creating GitHub Actions, or triaging issues.
正在显示 SKILL.md
基于 SOC 职业分类
| name | parallel-agents |
| description | Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives. |
| allowed-tools | Read, Glob, Grep |
Orchestration through Claude Code's built-in Agent Tool
This skill enables coordinating multiple specialized agents through Claude Code's native agent system. Unlike external scripts, this approach keeps all orchestration within Claude's control.
✅ Good for:
❌ Not for:
Use the security-auditor agent to review authentication
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.
Use the frontend-specialist to analyze React components.
Based on those findings, have the test-engineer generate component tests.
Resume agent [agentId] and continue with additional requirements.
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
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
Agents: security-auditor → penetration-tester → synthesis
1. security-auditor: Configuration and code review
2. penetration-tester: Active vulnerability testing
3. Synthesize with prioritized remediation
| 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" |
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.
After all agents complete, synthesize:
## 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