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agent-orchestration
DO NOT invoke unless explicitly instructed. Core guidelines for orchestrating tasks with subagents.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
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DO NOT invoke unless explicitly instructed. Core guidelines for orchestrating tasks with subagents.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
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: