用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/majiayu000/claude-skill-registry --skill hierarchy命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
基于 SOC 职业分类
正在显示 SKILL.md
| name | hierarchy |
| description | Display PAI agent hierarchy and command structure |
Purpose: Display the PAI agent organizational structure Trigger:
/hierarchyUpdated: 2026-01-03
ORCHESTRATOR ─┬─ ARCHITECT ─┬─ COORD_PLATFORM ─┬─ DBA
(99/1 Rule) │ │ ├─ BACKEND_ENGINEER
│ │ └─ API_DEVELOPER
│ │
│ ├─ COORD_ENGINE ───┬─ SCHEDULER
│ │ ├─ SWAP_MANAGER
│ │ └─ OPTIMIZATION_SPECIALIST
│ │
│ └─ COORD_QUALITY ──┬─ QA_TESTER
│ ├─ CODE_REVIEWER
│ └─ CI_LIAISON
│
├─ SYNTHESIZER ┬─ COORD_OPS ─────┬─ META_UPDATER
│ │ └─ RELEASE_MANAGER
│ │
│ ├─ COORD_RESILIENCE ┬─ RESILIENCE_ENGINEER
│ │ ├─ COMPLIANCE_AUDITOR
│ │ └─ SECURITY_AUDITOR
│ │
│ ├─ COORD_FRONTEND ──┬─ FRONTEND_ENGINEER
│ │ └─ UX_SPECIALIST
│ │
│ └─ COORD_TOOLING ───┬─ TOOLSMITH
│ ├─ TOOL_QA
│ └─ TOOL_REVIEWER
│
├─ G-STAFF ────┬─ G1_PERSONNEL
│ ├─ G2_RECON ──────── /search-party (120 probes)
│ ├─ G3_OPERATIONS
│ ├─ G4_CONTEXT_MGR ─┬─ G4_LIBRARIAN
│ │ └─ KNOWLEDGE_CURATOR
│ ├─ G5_PLANNING ───── /plan-party (10 probes)
│ ├─ G6_SIGNAL
│ ├─ IG (AUDITOR) ──── /qa-party (120 agents)
│ └─ PAO (HISTORIAN)
│
└─ SPECIAL ────┬─ FORCE_MANAGER ───── Team assembly
STAFF ├─ COORD_AAR ────────── After Action Review
├─ COORD_INTEL ──────── Full-stack forensics
├─ DEVCOM_RESEARCH ─── R&D / exotic concepts
├─ MEDCOM ────────────── Medical advisory
├─ INCIDENT_COMMANDER ─ Crisis response
└─ BURNOUT_SENTINEL ─── Workload monitoring
| Coordinator | Domain | Specialists |
|---|---|---|
| COORD_PLATFORM | Infrastructure | DBA, BACKEND_ENGINEER, API_DEVELOPER |
| COORD_QUALITY | Testing/QA | QA_TESTER, CODE_REVIEWER, CI_LIAISON |
| COORD_ENGINE | Scheduling | SCHEDULER, SWAP_MANAGER, OPTIMIZATION_SPECIALIST |
| COORD_OPS | Operations | META_UPDATER, RELEASE_MANAGER |
| COORD_RESILIENCE | Compliance | RESILIENCE_ENGINEER, COMPLIANCE_AUDITOR, SECURITY_AUDITOR |
| COORD_FRONTEND | UI/UX | FRONTEND_ENGINEER, UX_SPECIALIST |
| COORD_TOOLING | Tools/Skills | TOOLSMITH, TOOL_QA, TOOL_REVIEWER |
| COORD_INTEL | Investigation | Full-stack forensics |
| COORD_AAR | After Action | Session review (auto-trigger) |
| Position | Agent | Role |
|---|---|---|
| G-1 | G1_PERSONNEL | Personnel & roster tracking |
| G-2 | G2_RECON | Intelligence/Reconnaissance (/search-party) |
| G-3 | G3_OPERATIONS | Operations & workflow coordination |
| G-4 | G4_CONTEXT_MANAGER | RAG/vector context (+ G4_LIBRARIAN) |
| G-5 | G5_PLANNING | Strategic planning (/plan-party) |
| G-6 | G6_SIGNAL | Signal/Data Processing |
| IG | DELEGATION_AUDITOR | Inspector General (session end) |
| PAO | HISTORIAN | Public Affairs - significant sessions |
| Agent | Role |
|---|---|
| FORCE_MANAGER | Team assembly, coordinator assignment |
| COORD_AAR | After Action Review (auto-trigger at session end) |
| COORD_INTEL | Full-stack forensics & investigation |
| DEVCOM_RESEARCH | R&D - exotic concepts, cross-disciplinary |
| MEDCOM | Medical Advisory - ACGME, clinical implications |
| INCIDENT_COMMANDER | Crisis response |
| BURNOUT_SENTINEL | Workload monitoring |
| Domain | Agents |
|---|---|
| Scheduling | SCHEDULER, SWAP_MANAGER, OPTIMIZATION_SPECIALIST, CAPACITY_OPTIMIZER |
| Platform | DBA, BACKEND_ENGINEER, API_DEVELOPER, ARCHITECT |
| Quality | QA_TESTER, CODE_REVIEWER, CI_LIAISON |
| Resilience | RESILIENCE_ENGINEER, COMPLIANCE_AUDITOR, BURNOUT_SENTINEL |
| Knowledge | KNOWLEDGE_CURATOR, G4_LIBRARIAN, META_UPDATER |
| Frontend | FRONTEND_ENGINEER, UX_SPECIALIST |
ORCHESTRATOR delegates 99%, executes 1%
| ORCHESTRATOR Does | ORCHESTRATOR Delegates |
|---|---|
| Git commits/push | All code changes |
| PR creation | All implementation |
| Branch management | All testing |
| Final synthesis | All exploration |
| Task Type | Route |
|---|---|
| Database/API | ARCHITECT → COORD_PLATFORM |
| Tests/CI | ARCHITECT → COORD_QUALITY |
| Scheduling | ARCHITECT → COORD_ENGINE |
| Docs/Releases | SYNTHESIZER → COORD_OPS |
| Resilience | SYNTHESIZER → COORD_RESILIENCE |
| Frontend | SYNTHESIZER → COORD_FRONTEND |
| Recon | G2_RECON (/search-party) |
| Planning | G5_PLANNING (/plan-party) |
Max 2 direct spawns from ORCHESTRATOR - route through coordinators to prevent IDE crash.
Run /hierarchy anytime for this reference.