Stateless workflow orchestrator. Auto-selects optimal workflow based on task intent. Triggers "ccw", "workflow".
Installation
Details
Usage
After installing, this skill will be available to your AI coding assistant.
Verify installation:
skills listSkill Instructions
name: ccw description: Stateless workflow orchestrator. Auto-selects optimal workflow based on task intent. Triggers "ccw", "workflow". allowed-tools: Task(), SlashCommand(), AskUserQuestion(), Read(), Bash(), Grep(), TodoWrite(*)
CCW - Claude Code Workflow Orchestrator
无状态工作流协调器,根据任务意图自动选择最优工作流。
Workflow System Overview
CCW 提供两个工作流系统:Main Workflow 和 Issue Workflow,协同覆盖完整的软件开发生命周期。
┌─────────────────────────────────────────────────────────────────────────────┐
│ Main Workflow │
│ │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
│ │ Level 1 │ → │ Level 2 │ → │ Level 3 │ → │ Level 4 │ │
│ │ Rapid │ │ Lightweight │ │ Standard │ │ Brainstorm │ │
│ │ │ │ │ │ │ │ │ │
│ │ lite-lite- │ │ lite-plan │ │ plan │ │ brainstorm │ │
│ │ lite │ │ lite-fix │ │ tdd-plan │ │ :auto- │ │
│ │ │ │ multi-cli- │ │ test-fix- │ │ parallel │ │
│ │ │ │ plan │ │ gen │ │ ↓ │ │
│ │ │ │ │ │ │ │ plan │ │
│ └─────────────┘ └─────────────┘ └─────────────┘ └─────────────┘ │
│ │
│ Complexity: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━▶ │
│ Low High │
└─────────────────────────────────────────────────────────────────────────────┘
│
│ After development
▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ Issue Workflow │
│ │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ Accumulate │ → │ Plan │ → │ Execute │ │
│ │ Discover & │ │ Batch │ │ Parallel │ │
│ │ Collect │ │ Planning │ │ Execution │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
│ │
│ Supplementary role: Maintain main branch stability, worktree isolation │
└─────────────────────────────────────────────────────────────────────────────┘
Architecture
┌─────────────────────────────────────────────────────────────────┐
│ CCW Orchestrator (CLI-Enhanced + Requirement Analysis) │
├─────────────────────────────────────────────────────────────────┤
│ Phase 1 │ Input Analysis (rule-based, fast path) │
│ Phase 1.5 │ CLI Classification (semantic, smart path) │
│ Phase 1.75 │ Requirement Clarification (clarity < 2) │
│ Phase 2 │ Level Selection (intent → level → workflow) │
│ Phase 2.5 │ CLI Action Planning (high complexity) │
│ Phase 3 │ User Confirmation (optional) │
│ Phase 4 │ TODO Tracking Setup │
│ Phase 5 │ Execution Loop │
└─────────────────────────────────────────────────────────────────┘
Level Quick Reference
| Level | Name | Workflows | Artifacts | Execution |
|---|---|---|---|---|
| 1 | Rapid | lite-lite-lite | None | Direct execute |
| 2 | Lightweight | lite-plan, lite-fix, multi-cli-plan | Memory/Lightweight files | → lite-execute |
| 3 | Standard | plan, tdd-plan, test-fix-gen | Session persistence | → execute / test-cycle-execute |
| 4 | Brainstorm | brainstorm:auto-parallel → plan | Multi-role analysis + Session | → execute |
| - | Issue | discover → plan → queue → execute | Issue records | Worktree isolation (optional) |
Workflow Selection Decision Tree
Start
│
├─ Is it post-development maintenance?
│ ├─ Yes → Issue Workflow
│ └─ No ↓
│
├─ Are requirements clear?
│ ├─ Uncertain → Level 4 (brainstorm:auto-parallel)
│ └─ Clear ↓
│
├─ Need persistent Session?
│ ├─ Yes → Level 3 (plan / tdd-plan / test-fix-gen)
│ └─ No ↓
│
├─ Need multi-perspective / solution comparison?
│ ├─ Yes → Level 2 (multi-cli-plan)
│ └─ No ↓
│
├─ Is it a bug fix?
│ ├─ Yes → Level 2 (lite-fix)
│ └─ No ↓
│
├─ Need planning?
│ ├─ Yes → Level 2 (lite-plan)
│ └─ No → Level 1 (lite-lite-lite)
Intent Classification
Priority Order (with Level Mapping)
| Priority | Intent | Patterns | Level | Flow |
|---|---|---|---|---|
| 1 | bugfix/hotfix | urgent,production,critical + bug | L2 | bugfix.hotfix |
| 1 | bugfix | fix,bug,error,crash,fail | L2 | bugfix.standard |
| 2 | issue batch | issues,batch + fix,resolve | Issue | issue |
| 3 | exploration | 不确定,explore,研究,what if | L4 | full |
| 3 | multi-perspective | 多视角,权衡,比较方案,cross-verify | L2 | multi-cli-plan |
| 4 | quick-task | 快速,简单,small,quick + feature | L1 | lite-lite-lite |
| 5 | ui design | ui,design,component,style | L3/L4 | ui |
| 6 | tdd | tdd,test-driven,先写测试 | L3 | tdd |
| 7 | test-fix | 测试失败,test fail,fix test | L3 | test-fix-gen |
| 8 | review | review,审查,code review | L3 | review-fix |
| 9 | documentation | 文档,docs,readme | L2 | docs |
| 99 | feature | complexity-based | L2/L3 | rapid/coupled |
Quick Selection Guide
| Scenario | Recommended Workflow | Level |
|---|---|---|
| Quick fixes, config adjustments | lite-lite-lite | 1 |
| Clear single-module features | lite-plan → lite-execute | 2 |
| Bug diagnosis and fix | lite-fix | 2 |
| Production emergencies | lite-fix --hotfix | 2 |
| Technology selection, solution comparison | multi-cli-plan → lite-execute | 2 |
| Multi-module changes, refactoring | plan → verify → execute | 3 |
| Test-driven development | tdd-plan → execute → tdd-verify | 3 |
| Test failure fixes | test-fix-gen → test-cycle-execute | 3 |
| New features, architecture design | brainstorm:auto-parallel → plan → execute | 4 |
| Post-development issue fixes | Issue Workflow | - |
Complexity Assessment
function assessComplexity(text) {
let score = 0
if (/refactor|重构|migrate|迁移|architect|架构|system|系统/.test(text)) score += 2
if (/multiple|多个|across|跨|all|所有|entire|整个/.test(text)) score += 2
if (/integrate|集成|api|database|数据库/.test(text)) score += 1
if (/security|安全|performance|性能|scale|扩展/.test(text)) score += 1
return score >= 4 ? 'high' : score >= 2 ? 'medium' : 'low'
}
| Complexity | Flow |
|---|---|
| high | coupled (plan → verify → execute) |
| medium/low | rapid (lite-plan → lite-execute) |
Dimension Extraction (WHAT/WHERE/WHY/HOW)
从用户输入提取四个维度,用于需求澄清和工作流选择:
| 维度 | 提取内容 | 示例模式 |
|---|---|---|
| WHAT | action + target | 创建/修复/重构/优化/分析 + 目标对象 |
| WHERE | scope + paths | file/module/system + 文件路径 |
| WHY | goal + motivation | 为了.../因为.../目的是... |
| HOW | constraints + preferences | 必须.../不要.../应该... |
Clarity Score (0-3):
- +0.5: 有明确 action
- +0.5: 有具体 target
- +0.5: 有文件路径
- +0.5: scope 不是 unknown
- +0.5: 有明确 goal
- +0.5: 有约束条件
- -0.5: 包含不确定词 (
不知道/maybe/怎么)
Requirement Clarification
当 clarity_score < 2 时触发需求澄清:
if (dimensions.clarity_score < 2) {
const questions = generateClarificationQuestions(dimensions)
// 生成问题:目标是什么? 范围是什么? 有什么约束?
AskUserQuestion({ questions })
}
澄清问题类型:
- 目标不明确 → "你想要对什么进行操作?"
- 范围不明确 → "操作的范围是什么?"
- 目的不明确 → "这个操作的主要目标是什么?"
- 复杂操作 → "有什么特殊要求或限制?"
TODO Tracking Protocol
CRITICAL: Append-Only Rule
CCW 创建的 Todo 必须附加到现有列表,不能覆盖用户的其他 Todo。
Implementation
// 1. 使用 CCW 前缀隔离工作流 todo
const prefix = `CCW:${flowName}`
// 2. 创建新 todo 时使用前缀格式
TodoWrite({
todos: [
...existingNonCCWTodos, // 保留用户的 todo
{ content: `${prefix}: [1/N] /command:step1`, status: "in_progress", activeForm: "..." },
{ content: `${prefix}: [2/N] /command:step2`, status: "pending", activeForm: "..." }
]
})
// 3. 更新状态时只修改匹配前缀的 todo
Todo Format
CCW:{flow}: [{N}/{Total}] /command:name
Visual Example
✓ CCW:rapid: [1/2] /workflow:lite-plan
→ CCW:rapid: [2/2] /workflow:lite-execute
用户自己的 todo(保留不动)
Status Management
- 开始工作流:创建所有步骤 todo,第一步
in_progress - 完成步骤:当前步骤
completed,下一步in_progress - 工作流结束:所有 CCW todo 标记
completed
Execution Flow
// 1. Check explicit command
if (input.startsWith('/workflow:') || input.startsWith('/issue:')) {
SlashCommand(input)
return
}
// 2. Classify intent
const intent = classifyIntent(input) // See command.json intent_rules
// 3. Select flow
const flow = selectFlow(intent) // See command.json flows
// 4. Create todos with CCW prefix
createWorkflowTodos(flow)
// 5. Dispatch first command
SlashCommand(flow.steps[0].command, args: input)
CLI Tool Integration
CCW 在特定条件下自动注入 CLI 调用:
| Condition | CLI Inject |
|---|---|
| 大量代码上下文 (≥50k chars) | gemini --mode analysis |
| 高复杂度任务 | gemini --mode analysis |
| Bug 诊断 | gemini --mode analysis |
| 多任务执行 (≥3 tasks) | codex --mode write |
CLI Enhancement Phases
Phase 1.5: CLI-Assisted Classification
当规则匹配不明确时,使用 CLI 辅助分类:
| 触发条件 | 说明 |
|---|---|
| matchCount < 2 | 多个意图模式匹配 |
| complexity = high | 高复杂度任务 |
| input > 100 chars | 长输入需要语义理解 |
Phase 2.5: CLI-Assisted Action Planning
高复杂度任务的工作流优化:
| 触发条件 | 说明 |
|---|---|
| complexity = high | 高复杂度任务 |
| steps >= 3 | 多步骤工作流 |
| input > 200 chars | 复杂需求描述 |
CLI 可返回建议:use_default | modify (调整步骤) | upgrade (升级工作流)
Continuation Commands
工作流执行中的用户控制命令:
| 命令 | 作用 |
|---|---|
continue | 继续执行下一步 |
skip | 跳过当前步骤 |
abort | 终止工作流 |
/workflow:* | 切换到指定命令 |
| 自然语言 | 重新分析意图 |
Workflow Flow Details
Issue Workflow (Main Workflow 补充机制)
Issue Workflow 是 Main Workflow 的补充机制,专注于开发后的持续维护。
设计理念
| 方面 | Main Workflow | Issue Workflow |
|---|---|---|
| 用途 | 主要开发周期 | 开发后维护 |
| 时机 | 功能开发阶段 | 主工作流完成后 |
| 范围 | 完整功能实现 | 针对性修复/增强 |
| 并行性 | 依赖分析 → Agent 并行 | Worktree 隔离 (可选) |
| 分支模型 | 当前分支工作 | 可使用隔离的 worktree |
为什么 Main Workflow 不自动使用 Worktree?
依赖分析已解决并行性问题:
- 规划阶段 (
/workflow:plan) 执行依赖分析 - 自动识别任务依赖和关键路径
- 划分为并行组(独立任务)和串行链(依赖任务)
- Agent 并行执行独立任务,无需文件系统隔离
两阶段生命周期
┌─────────────────────────────────────────────────────────────────────┐
│ Phase 1: Accumulation (积累阶段) │
│ │
│ Triggers: 任务完成后的 review、代码审查发现、测试失败 │
│ │
│ ┌────────────┐ ┌────────────┐ ┌────────────┐ │
│ │ discover │ │ discover- │ │ new │ │
│ │ Auto-find │ │ by-prompt │ │ Manual │ │
│ └────────────┘ └────────────┘ └────────────┘ │
│ │
│ 持续积累 issues 到待处理队列 │
└─────────────────────────────────────────────────────────────────────┘
│
│ 积累足够后
▼
┌─────────────────────────────────────────────────────────────────────┐
│ Phase 2: Batch Resolution (批量解决阶段) │
│ │
│ ┌────────────┐ ┌────────────┐ ┌────────────┐ │
│ │ plan │ ──→ │ queue │ ──→ │ execute │ │
│ │ --all- │ │ Optimize │ │ Parallel │ │
│ │ pending │ │ order │ │ execution │ │
│ └────────────┘ └────────────┘ └────────────┘ │
│ │
│ 支持 worktree 隔离,保持主分支稳定 │
└─────────────────────────────────────────────────────────────────────┘
与 Main Workflow 的协作
开发迭代循环
┌─────────────────────────────────────────────────────────────────────┐
│ │
│ ┌─────────┐ ┌─────────┐ │
│ │ Feature │ ──→ Main Workflow ──→ Done ──→│ Review │ │
│ │ Request │ (Level 1-4) └────┬────┘ │
│ └─────────┘ │ │
│ ▲ │ 发现 Issues │
│ │ ▼ │
│ │ ┌─────────┐ │
│ 继续 │ │ Issue │ │
│ 新功能│ │ Workflow│ │
│ │ └────┬────┘ │
│ │ ┌──────────────────────────────┘ │
│ │ │ 修复完成 │
│ │ ▼ │
│ ┌────┴────┐◀────── │
│ │ Main │ Merge │
│ │ Branch │ back │
│ └─────────┘ │
│ │
└─────────────────────────────────────────────────────────────────────┘
命令列表
积累阶段:
/issue:discover # 多视角自动发现
/issue:discover-by-prompt # 基于提示发现
/issue:new # 手动创建
批量解决阶段:
/issue:plan --all-pending # 批量规划所有待处理
/issue:queue # 生成优化执行队列
/issue:execute # 并行执行
lite-lite-lite vs multi-cli-plan
| 维度 | lite-lite-lite | multi-cli-plan |
|---|---|---|
| 产物 | 无文件 | IMPL_PLAN.md + plan.json + synthesis.json |
| 状态 | 无状态 | 持久化 session |
| CLI选择 | 自动分析任务类型选择 | 配置驱动 |
| 迭代 | 通过 AskUser | 多轮收敛 |
| 执行 | 直接执行 | 通过 lite-execute |
| 适用 | 快速修复、简单功能 | 复杂多步骤实现 |
选择指南:
- 任务清晰、改动范围小 →
lite-lite-lite - 需要多视角分析、复杂架构 →
multi-cli-plan
multi-cli-plan vs lite-plan
| 维度 | multi-cli-plan | lite-plan |
|---|---|---|
| 上下文 | ACE 语义搜索 | 手动文件模式 |
| 分析 | 多 CLI 交叉验证 | 单次规划 |
| 迭代 | 多轮直到收敛 | 单轮 |
| 置信度 | 高 (共识驱动) | 中 (单一视角) |
| 适用 | 需要多视角的复杂任务 | 直接明确的实现 |
选择指南:
- 需求明确、路径清晰 →
lite-plan - 需要权衡、多方案比较 →
multi-cli-plan
Artifact Flow Protocol
工作流产出的自动流转机制,支持不同格式产出间的意图提取和完成度判断。
产出格式
| 命令 | 产出位置 | 格式 | 关键字段 |
|---|---|---|---|
/workflow:lite-plan | memory://plan | structured_plan | tasks, files, dependencies |
/workflow:plan | .workflow/{session}/IMPL_PLAN.md | markdown_plan | phases, tasks, risks |
/workflow:execute | execution_log.json | execution_report | completed_tasks, errors |
/workflow:test-cycle-execute | test_results.json | test_report | pass_rate, failures, coverage |
/workflow:review-session-cycle | review_report.md | review_report | findings, severity_counts |
意图提取 (Intent Extraction)
流转到下一步时,自动提取关键信息:
plan → execute:
提取: tasks (未完成), priority_order, files_to_modify, context_summary
execute → test:
提取: modified_files, test_scope (推断), pending_verification
test → fix:
条件: pass_rate < 0.95
提取: failures, error_messages, affected_files, suggested_fixes
review → fix:
条件: critical > 0 OR high > 3
提取: findings (critical/high), fix_priority, affected_files
完成度判断
Test 完成度路由:
pass_rate >= 0.95 AND coverage >= 0.80 → complete
pass_rate >= 0.95 AND coverage < 0.80 → add_more_tests
pass_rate >= 0.80 → fix_failures_then_continue
pass_rate < 0.80 → major_fix_required
Review 完成度路由:
critical == 0 AND high <= 3 → complete_or_optional_fix
critical > 0 → mandatory_fix
high > 3 → recommended_fix
流转决策模式
plan_execute_test:
plan → execute → test
↓ (if test fail)
extract_failures → fix → test (max 3 iterations)
↓ (if still fail)
manual_intervention
iterative_improvement:
execute → test → fix → test → ...
loop until: pass_rate >= 0.95 OR iterations >= 3
使用示例
// 执行完成后,根据产出决定下一步
const result = await execute(plan)
// 提取意图流转到测试
const testContext = extractIntent('execute_to_test', result)
// testContext = { modified_files, test_scope, pending_verification }
// 测试完成后,根据完成度决定路由
const testResult = await test(testContext)
const nextStep = evaluateCompletion('test', testResult)
// nextStep = 'fix_failures_then_continue' if pass_rate = 0.85
Reference
- command.json - 命令元数据、Flow 定义、意图规则、Artifact Flow
More by catlog22
View allTransform vague prompts into actionable specs using intelligent analysis and session memory. Use when user input contains -e or --enhance flag.
Generate software copyright design specification documents compliant with China Copyright Protection Center (CPCC) standards. Creates complete design documents with Mermaid diagrams based on source code analysis. Use for software copyright registration, generating design specification, creating CPCC-compliant documents, or documenting software for intellectual property protection. Triggers on "软件著作权", "设计说明书", "版权登记", "CPCC", "软著申请".
Interactive issue management with menu-driven CRUD operations. Use when managing issues, viewing issue status, editing issue fields, performing bulk operations, or viewing issue history. Triggers on "manage issue", "list issues", "edit issue", "delete issue", "bulk update", "issue dashboard", "issue history", "completed issues".
Multi-phase iterative project analysis with Mermaid diagrams. Generates architecture reports, design reports, method analysis reports. Use when analyzing codebases, understanding project structure, reviewing architecture, exploring design patterns, or documenting system components. Triggers on "analyze project", "architecture report", "design analysis", "code structure", "system overview".
