원클릭으로
agent-orchestration
DO NOT invoke unless explicitly instructed. Core guidelines for orchestrating tasks with subagents.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
메뉴
DO NOT invoke unless explicitly instructed. Core guidelines for orchestrating tasks with subagents.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Build autonomous AI agents with Claude Agent SDK. TypeScript v0.2.96 | Python v0.1.56. Covers: query(), hooks, subagents, MCP, permissions, sandbox, structured outputs, and sessions. Use when: building AI agents, configuring MCP servers, setting up permissions/hooks, using structured outputs, troubleshooting SDK errors, or working with subagents.
Xiaolai's Claude tools collection. Use when user types /xiaolai. Routes to: (1) claude-agent-sdk — Agent SDK reference for building autonomous AI agents, or (2) nlpm — Natural-Language Programming Manager for scanning, scoring, and fixing NL artifacts.
Fast headless browser for QA testing and site dogfooding. Navigate any URL, interact with elements, verify page state, diff before/after actions, take annotated screenshots, check responsive layouts, test forms and uploads, handle dialogs, and assert element states. ~100ms per command. Use when you need to test a feature, verify a deployment, dogfood a user flow, or file a bug with evidence. Use when asked to "open in browser", "test the site", "take a screenshot", or "dogfood this". (gstack)
OpenAI Codex CLI wrapper — three modes. Code review: independent diff review via codex review with pass/fail gate. Challenge: adversarial mode that tries to break your code. Consult: ask codex anything with session continuity for follow-ups. The "200 IQ autistic developer" second opinion. Use when asked to "codex review", "codex challenge", "ask codex", "second opinion", or "consult codex". (gstack) Voice triggers (speech-to-text aliases): "code x", "code ex", "get another opinion".
记录和跟踪个人重大决策。当用户说"记决策"、"记个决策"、"决策跟踪"、"回填"、"decision",或描述一个刚做的/正在考虑的重大决策(创业/事业/财务/人生)并希望系统化记录与复盘时使用。自动四层拆解(原始信息/决策事实/假设推断/结果验证),生成 2 个文件,维护索引与行为模式库,并在记新决策时用历史教训主动拦截。
Fast headless browser for QA testing and site dogfooding. Navigate any URL, interact with elements, verify page state, diff before/after actions, take annotated screenshots, check responsive layouts, test forms and uploads, handle dialogs, and assert element states. ~100ms per command. Use when you need to test a feature, verify a deployment, dogfood a user flow, or file a bug with evidence. Use when asked to "open in browser", "test the site", "take a screenshot", or "dogfood this". (gstack)
| name | agent-orchestration |
| description | DO NOT invoke unless explicitly instructed. Core guidelines for orchestrating tasks with subagents. |
<core_principle>
Your role is management, not execution:
Key principle: Delegate execution to subagents. Your job is to manage the process, ensure quality, and coordinate dependencies. </core_principle>
<subagent_collaboration>
<delegation_guidelines>
Trust subagent expertise:
Avoid micromanagement:
<context_management>
Keep orchestrator context clean:
Session boundaries:
<error_handling>
<loop_detection>
Detection criteria:
Intervention threshold: If same error/failure occurs 3 consecutive times:
Why 3 times?:
Example situations:
<recovery_strategies>
Subagent failure:
Missing prerequisites:
Ambiguous requirements:
Unexpected state:
<best_practices>
<session_planning>
Session granularity:
Session ordering:
Parallel execution:
<flow_management>
Flexibility over rigidity:
Common phase loops:
Termination conditions:
<decision_autonomy>
When orchestrating:
Do not:
Trust your judgment on:
NEVER bypass subagent delegation: