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orchestrate
Wire Commands, Agents, and Skills together for complex features. Use when building features that need research, planning, and implementation phases.
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。
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Wire Commands, Agents, and Skills together for complex features. Use when building features that need research, planning, and implementation phases.
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。
基于 SOC 职业分类
SkillOpt-flavored offline training loop for any SKILL.md. Treats accumulated learn-rule corrections as training trajectories, proposes bounded patches via an optimizer LLM, gates each candidate against a held-out validation set built from the user's own past corrections, and ships only candidates that demonstrably improve the score. Inspired by Microsoft SkillOpt's ReflACT pipeline (rollout → reflect → aggregate → select → update → evaluate) adapted to pro-workflow's SQLite store. Use when a skill has accumulated 8+ learn-rule rows and the user wants the skill itself to get better, not just longer.
Auto-configure quality gates, hooks, and settings for a new project. Detects project type and sets up appropriate tooling. Use when onboarding a new codebase.
Analyze permission denial patterns and generate optimized alwaysAllow and alwaysDeny rules. Use when permission prompts are slowing you down or after sessions with many denials.
Complete AI coding workflow system. Orchestration patterns, 18 hook events, 5 agents, cross-agent support, reference guides, and searchable learnings. Works with Claude Code, Cursor, and 32+ agents.
Prevent destructive operations using Claude Code hooks. Three modes — cautious (warn on dangerous commands), lockdown (restrict edits to one directory), and clear (remove restrictions). Uses PreToolUse matchers for Bash, Edit, and Write.
Render a self-contained HTML viewer for a pro-workflow wiki. Pages, sources, claims, seed queue, page-link graph and full-text search all in one file. No external dependencies, no JS framework, S3-uploadable. Use when the user wants to browse a wiki visually, share its current state with someone, audit research progress, or hand off a knowledge base. Inspired by Thariq Shihipar's "Unreasonable Effectiveness of HTML" — favors information density and shareability over markdown-only outputs.
| name | orchestrate |
| description | Wire Commands, Agents, and Skills together for complex features. Use when building features that need research, planning, and implementation phases. |
Build features through structured phases with validation gates.
/develop <feature>
│
├── Phase 1: Research (orchestrator agent)
│ └── Score confidence → GO/HOLD
│
├── Phase 2: Plan (orchestrator agent)
│ └── Present plan → wait for approval
│
├── Phase 3: Implement (orchestrator agent)
│ └── Execute plan → quality gates
│
└── Phase 4: Review (reviewer agent)
└── Code review → commit
When asked to build a feature:
| Phase | Agent | Why |
|---|---|---|
| Research | scout (background, worktree) | Non-blocking exploration |
| Plan | orchestrator (opus, memory) | Deep reasoning, pattern recall |
| Implement | orchestrator (opus, memory) | Full tool access |
| Review | reviewer (read + bash) | Security and quality focus |
| Debug | debugger (opus, memory) | Systematic investigation |