- Introduced a new JSON file `skill-tuning-diagnosis.json` containing a comprehensive diagnosis of the skill-generator. - Documented critical issues related to context management and data flow, including: - Full state serialization leading to unbounded context growth. - Scattered state writing without a unified schema. - Lack of input state schema validation in autonomous orchestrators. - Provided detailed descriptions, impacts, root causes, and fix strategies for each identified issue. - Summarized recommendations with priority levels for urgent fixes.
23 KiB
name, description, argument-hint, allowed-tools
| name | description | argument-hint | allowed-tools |
|---|---|---|---|
| ccw | Main workflow orchestrator - analyze intent, select workflow, execute command chain in main process | "task description" | SlashCommand(*), TodoWrite(*), AskUserQuestion(*), Read(*), Grep(*), Glob(*) |
CCW Command - Main Workflow Orchestrator
Main process orchestrator: intent analysis → workflow selection → command chain execution.
Core Concept: Minimum Execution Units (最小执行单元)
Definition: A set of commands that must execute together as an atomic group to achieve a meaningful workflow milestone.
Why This Matters:
- Prevents Incomplete States: Avoid stopping after task generation without execution
- User Experience: User gets complete results, not intermediate artifacts requiring manual follow-up
- Workflow Integrity: Maintains logical coherence of multi-step operations
Key Units in CCW:
| Unit Type | Pattern | Example |
|---|---|---|
| Planning + Execution | plan-cmd → execute-cmd | lite-plan → lite-execute |
| Testing | test-gen-cmd → test-exec-cmd | test-fix-gen → test-cycle-execute |
| Review | review-cmd → fix-cmd | review-session-cycle → review-cycle-fix |
Atomic Rules:
- CCW automatically groups commands into minimum units - never splits them
- Pipeline visualization shows units with
【 】markers - Error handling preserves unit boundaries (retry/skip affects whole unit)
Execution Model
Synchronous (Main Process): Commands execute via SlashCommand in main process, blocking until complete.
User Input → Analyze Intent → Select Workflow → [Confirm] → Execute Chain
↓
SlashCommand (blocking)
↓
Update TodoWrite
↓
Next Command...
vs ccw-coordinator: External CLI execution with background tasks and hook callbacks.
5-Phase Workflow
Phase 1: Analyze Intent
function analyzeIntent(input) {
return {
goal: extractGoal(input),
scope: extractScope(input),
constraints: extractConstraints(input),
task_type: detectTaskType(input), // bugfix|feature|tdd|review|exploration|...
complexity: assessComplexity(input), // low|medium|high
clarity_score: calculateClarity(input) // 0-3 (>=2 = clear)
};
}
// Task type detection (priority order)
function detectTaskType(text) {
const patterns = {
'bugfix-hotfix': /urgent|production|critical/ && /fix|bug/,
// With-File workflows (documented exploration with multi-CLI collaboration)
'brainstorm': /brainstorm|ideation|头脑风暴|创意|发散思维|creative thinking|multi-perspective.*think|compare perspectives|探索.*可能/,
'brainstorm-to-issue': /brainstorm.*issue|头脑风暴.*issue|idea.*issue|想法.*issue|从.*头脑风暴|convert.*brainstorm/,
'debug-file': /debug.*document|hypothesis.*debug|troubleshoot.*track|investigate.*log|调试.*记录|假设.*验证|systematic debug|深度调试/,
'analyze-file': /analyze.*document|explore.*concept|understand.*architecture|investigate.*discuss|collaborative analysis|分析.*讨论|深度.*理解|协作.*分析/,
// Standard workflows
'bugfix': /fix|bug|error|crash|fail|debug/,
'issue-batch': /issues?|batch/ && /fix|resolve/,
'issue-transition': /issue workflow|structured workflow|queue|multi-stage/,
'exploration': /uncertain|explore|research|what if/,
'quick-task': /quick|simple|small/ && /feature|function/,
'ui-design': /ui|design|component|style/,
'tdd': /tdd|test-driven|test first/,
'test-fix': /test fail|fix test|failing test/,
'review': /review|code review/,
'documentation': /docs|documentation|readme/
};
for (const [type, pattern] of Object.entries(patterns)) {
if (pattern.test(text)) return type;
}
return 'feature';
}
Output: Type: [task_type] | Goal: [goal] | Complexity: [complexity] | Clarity: [clarity_score]/3
Phase 1.5: Requirement Clarification (if clarity_score < 2)
async function clarifyRequirements(analysis) {
if (analysis.clarity_score >= 2) return analysis;
const questions = generateClarificationQuestions(analysis); // Goal, Scope, Constraints
const answers = await AskUserQuestion({ questions });
return updateAnalysis(analysis, answers);
}
Questions: Goal (Create/Fix/Optimize/Analyze), Scope (Single file/Module/Cross-module/System), Constraints (Backward compat/Skip tests/Urgent hotfix)
Phase 2: Select Workflow & Build Command Chain
function selectWorkflow(analysis) {
const levelMap = {
'bugfix-hotfix': { level: 2, flow: 'bugfix.hotfix' },
// With-File workflows (documented exploration with multi-CLI collaboration)
'brainstorm': { level: 4, flow: 'brainstorm-with-file' }, // Multi-perspective ideation
'brainstorm-to-issue': { level: 4, flow: 'brainstorm-to-issue' }, // Brainstorm → Issue workflow
'debug-file': { level: 3, flow: 'debug-with-file' }, // Hypothesis-driven debugging
'analyze-file': { level: 3, flow: 'analyze-with-file' }, // Collaborative analysis
// Standard workflows
'bugfix': { level: 2, flow: 'bugfix.standard' },
'issue-batch': { level: 'Issue', flow: 'issue' },
'issue-transition': { level: 2.5, flow: 'rapid-to-issue' }, // Bridge workflow
'exploration': { level: 4, flow: 'full' },
'quick-task': { level: 1, flow: 'lite-lite-lite' },
'ui-design': { level: analysis.complexity === 'high' ? 4 : 3, flow: 'ui' },
'tdd': { level: 3, flow: 'tdd' },
'test-fix': { level: 3, flow: 'test-fix-gen' },
'review': { level: 3, flow: 'review-cycle-fix' },
'documentation': { level: 2, flow: 'docs' },
'feature': { level: analysis.complexity === 'high' ? 3 : 2, flow: analysis.complexity === 'high' ? 'coupled' : 'rapid' }
};
const selected = levelMap[analysis.task_type] || levelMap['feature'];
return buildCommandChain(selected, analysis);
}
// Build command chain (port-based matching with Minimum Execution Units)
function buildCommandChain(workflow, analysis) {
const chains = {
// Level 1 - Rapid
'lite-lite-lite': [
{ cmd: '/workflow:lite-lite-lite', args: `"${analysis.goal}"` }
],
// Level 2 - Lightweight
'rapid': [
// Unit: Quick Implementation【lite-plan → lite-execute】
{ cmd: '/workflow:lite-plan', args: `"${analysis.goal}"`, unit: 'quick-impl' },
{ cmd: '/workflow:lite-execute', args: '--in-memory', unit: 'quick-impl' },
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
...(analysis.constraints?.includes('skip-tests') ? [] : [
{ cmd: '/workflow:test-fix-gen', args: '', unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
])
],
// Level 2 Bridge - Lightweight to Issue Workflow
'rapid-to-issue': [
// Unit: Quick Implementation【lite-plan → convert-to-plan】
{ cmd: '/workflow:lite-plan', args: `"${analysis.goal}"`, unit: 'quick-impl-to-issue' },
{ cmd: '/issue:convert-to-plan', args: '--latest-lite-plan -y', unit: 'quick-impl-to-issue' },
// Auto-continue to issue workflow
{ cmd: '/issue:queue', args: '' },
{ cmd: '/issue:execute', args: '--queue auto' }
],
'bugfix.standard': [
// Unit: Bug Fix【lite-fix → lite-execute】
{ cmd: '/workflow:lite-fix', args: `"${analysis.goal}"`, unit: 'bug-fix' },
{ cmd: '/workflow:lite-execute', args: '--in-memory', unit: 'bug-fix' },
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
...(analysis.constraints?.includes('skip-tests') ? [] : [
{ cmd: '/workflow:test-fix-gen', args: '', unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
])
],
'bugfix.hotfix': [
{ cmd: '/workflow:lite-fix', args: `--hotfix "${analysis.goal}"` }
],
'multi-cli-plan': [
// Unit: Multi-CLI Planning【multi-cli-plan → lite-execute】
{ cmd: '/workflow:multi-cli-plan', args: `"${analysis.goal}"`, unit: 'multi-cli' },
{ cmd: '/workflow:lite-execute', args: '--in-memory', unit: 'multi-cli' },
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
...(analysis.constraints?.includes('skip-tests') ? [] : [
{ cmd: '/workflow:test-fix-gen', args: '', unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
])
],
'docs': [
// Unit: Quick Implementation【lite-plan → lite-execute】
{ cmd: '/workflow:lite-plan', args: `"${analysis.goal}"`, unit: 'quick-impl' },
{ cmd: '/workflow:lite-execute', args: '--in-memory', unit: 'quick-impl' }
],
// With-File workflows (documented exploration with multi-CLI collaboration)
'brainstorm-with-file': [
{ cmd: '/workflow:brainstorm-with-file', args: `"${analysis.goal}"` }
// Note: Has built-in post-completion options (create plan, create issue, deep analysis)
],
// Brainstorm-to-Issue workflow (bridge from brainstorm to issue execution)
'brainstorm-to-issue': [
// Note: Assumes brainstorm session already exists, or run brainstorm first
{ cmd: '/issue:from-brainstorm', args: `SESSION="${extractBrainstormSession(analysis)}" --auto` },
{ cmd: '/issue:queue', args: '' },
{ cmd: '/issue:execute', args: '--queue auto' }
],
'debug-with-file': [
{ cmd: '/workflow:debug-with-file', args: `"${analysis.goal}"` }
// Note: Self-contained with hypothesis-driven iteration and Gemini validation
],
'analyze-with-file': [
{ cmd: '/workflow:analyze-with-file', args: `"${analysis.goal}"` }
// Note: Self-contained with multi-round discussion and CLI exploration
],
// Level 3 - Standard
'coupled': [
// Unit: Verified Planning【plan → plan-verify】
{ cmd: '/workflow:plan', args: `"${analysis.goal}"`, unit: 'verified-planning' },
{ cmd: '/workflow:plan-verify', args: '', unit: 'verified-planning' },
// Execution
{ cmd: '/workflow:execute', args: '' },
// Unit: Code Review【review-session-cycle → review-cycle-fix】
{ cmd: '/workflow:review-session-cycle', args: '', unit: 'code-review' },
{ cmd: '/workflow:review-cycle-fix', args: '', unit: 'code-review' },
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
...(analysis.constraints?.includes('skip-tests') ? [] : [
{ cmd: '/workflow:test-fix-gen', args: '', unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
])
],
'tdd': [
// Unit: TDD Planning + Execution【tdd-plan → execute】
{ cmd: '/workflow:tdd-plan', args: `"${analysis.goal}"`, unit: 'tdd-planning' },
{ cmd: '/workflow:execute', args: '', unit: 'tdd-planning' },
// TDD Verification
{ cmd: '/workflow:tdd-verify', args: '' }
],
'test-fix-gen': [
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
{ cmd: '/workflow:test-fix-gen', args: `"${analysis.goal}"`, unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
],
'review-cycle-fix': [
// Unit: Code Review【review-session-cycle → review-cycle-fix】
{ cmd: '/workflow:review-session-cycle', args: '', unit: 'code-review' },
{ cmd: '/workflow:review-cycle-fix', args: '', unit: 'code-review' },
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
{ cmd: '/workflow:test-fix-gen', args: '', unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
],
'ui': [
{ cmd: '/workflow:ui-design:explore-auto', args: `"${analysis.goal}"` },
// Unit: Planning + Execution【plan → execute】
{ cmd: '/workflow:plan', args: '', unit: 'plan-execute' },
{ cmd: '/workflow:execute', args: '', unit: 'plan-execute' }
],
// Level 4 - Brainstorm
'full': [
{ cmd: '/workflow:brainstorm:auto-parallel', args: `"${analysis.goal}"` },
// Unit: Verified Planning【plan → plan-verify】
{ cmd: '/workflow:plan', args: '', unit: 'verified-planning' },
{ cmd: '/workflow:plan-verify', args: '', unit: 'verified-planning' },
// Execution
{ cmd: '/workflow:execute', args: '' },
// Unit: Test Validation【test-fix-gen → test-cycle-execute】
{ cmd: '/workflow:test-fix-gen', args: '', unit: 'test-validation' },
{ cmd: '/workflow:test-cycle-execute', args: '', unit: 'test-validation' }
],
// Issue Workflow
'issue': [
{ cmd: '/issue:discover', args: '' },
{ cmd: '/issue:plan', args: '--all-pending' },
{ cmd: '/issue:queue', args: '' },
{ cmd: '/issue:execute', args: '' }
]
};
return chains[workflow.flow] || chains['rapid'];
}
Output: Level [X] - [flow] | Pipeline: [...] | Commands: [1. /cmd1 2. /cmd2 ...]
Phase 3: User Confirmation
async function getUserConfirmation(chain) {
const response = await AskUserQuestion({
questions: [{
question: "Execute this command chain?",
header: "Confirm",
options: [
{ label: "Confirm", description: "Start" },
{ label: "Adjust", description: "Modify" },
{ label: "Cancel", description: "Abort" }
]
}]
});
if (response.error === "Cancel") throw new Error("Cancelled");
if (response.error === "Adjust") return await adjustChain(chain);
return chain;
}
Phase 4: Setup TODO Tracking
function setupTodoTracking(chain, workflow) {
const todos = chain.map((step, i) => ({
content: `CCW:${workflow}: [${i + 1}/${chain.length}] ${step.cmd}`,
status: i === 0 ? 'in_progress' : 'pending',
activeForm: `Executing ${step.cmd}`
}));
TodoWrite({ todos });
}
Output: -> CCW:rapid: [1/3] /workflow:lite-plan | CCW:rapid: [2/3] /workflow:lite-execute | ...
Phase 5: Execute Command Chain
async function executeCommandChain(chain, workflow) {
let previousResult = null;
for (let i = 0; i < chain.length; i++) {
try {
const fullCommand = assembleCommand(chain[i], previousResult);
const result = await SlashCommand({ command: fullCommand });
previousResult = { ...result, success: true };
updateTodoStatus(i, chain.length, workflow, 'completed');
} catch (error) {
const action = await handleError(chain[i], error, i);
if (action === 'retry') {
i--; // Retry
} else if (action === 'abort') {
return { success: false, error: error.message };
}
// 'skip' - continue
}
}
return { success: true, completed: chain.length };
}
// Assemble full command with session/plan parameters
function assembleCommand(step, previousResult) {
let command = step.cmd;
if (step.args) {
command += ` ${step.args}`;
} else if (previousResult?.session_id) {
command += ` --session="${previousResult.session_id}"`;
}
return command;
}
// Update TODO: mark current as complete, next as in-progress
function updateTodoStatus(index, total, workflow, status) {
const todos = getAllCurrentTodos();
const updated = todos.map(todo => {
if (todo.content.startsWith(`CCW:${workflow}:`)) {
const stepNum = extractStepIndex(todo.content);
if (stepNum === index + 1) return { ...todo, status };
if (stepNum === index + 2 && status === 'completed') return { ...todo, status: 'in_progress' };
}
return todo;
});
TodoWrite({ todos: updated });
}
// Error handling: Retry/Skip/Abort
async function handleError(step, error, index) {
const response = await AskUserQuestion({
questions: [{
question: `${step.cmd} failed: ${error.message}`,
header: "Error",
options: [
{ label: "Retry", description: "Re-execute" },
{ label: "Skip", description: "Continue next" },
{ label: "Abort", description: "Stop" }
]
}]
});
return { Retry: 'retry', Skip: 'skip', Abort: 'abort' }[response.Error] || 'abort';
}
Execution Flow Summary
User Input
|
Phase 1: Analyze Intent
|-- Extract: goal, scope, constraints, task_type, complexity, clarity
+-- If clarity < 2 -> Phase 1.5: Clarify Requirements
|
Phase 2: Select Workflow & Build Chain
|-- Map task_type -> Level (1/2/3/4/Issue)
|-- Select flow based on complexity
+-- Build command chain (port-based)
|
Phase 3: User Confirmation (optional)
|-- Show pipeline visualization
+-- Allow adjustment
|
Phase 4: Setup TODO Tracking
+-- Create todos with CCW prefix
|
Phase 5: Execute Command Chain
|-- For each command:
| |-- Assemble full command
| |-- Execute via SlashCommand
| |-- Update TODO status
| +-- Handle errors (retry/skip/abort)
+-- Return workflow result
Pipeline Examples (with Minimum Execution Units)
Note: 【 】 marks Minimum Execution Units - commands execute together as atomic groups.
| Input | Type | Level | Pipeline (with Units) |
|---|---|---|---|
| "Add API endpoint" | feature (low) | 2 | 【lite-plan → lite-execute】→【test-fix-gen → test-cycle-execute】 |
| "Fix login timeout" | bugfix | 2 | 【lite-fix → lite-execute】→【test-fix-gen → test-cycle-execute】 |
| "Use issue workflow" | issue-transition | 2.5 | 【lite-plan → convert-to-plan】→ queue → execute |
| "头脑风暴: 通知系统重构" | brainstorm | 4 | brainstorm-with-file → (built-in post-completion) |
| "从头脑风暴创建 issue" | brainstorm-to-issue | 4 | from-brainstorm → queue → execute |
| "深度调试 WebSocket 连接断开" | debug-file | 3 | debug-with-file → (hypothesis iteration) |
| "协作分析: 认证架构优化" | analyze-file | 3 | analyze-with-file → (multi-round discussion) |
| "OAuth2 system" | feature (high) | 3 | 【plan → plan-verify】→ execute →【review-session-cycle → review-cycle-fix】→【test-fix-gen → test-cycle-execute】 |
| "Implement with TDD" | tdd | 3 | 【tdd-plan → execute】→ tdd-verify |
| "Uncertain: real-time arch" | exploration | 4 | brainstorm:auto-parallel →【plan → plan-verify】→ execute →【test-fix-gen → test-cycle-execute】 |
Key Design Principles
- Main Process Execution - Use SlashCommand in main process, no external CLI
- Intent-Driven - Auto-select workflow based on task intent
- Port-Based Chaining - Build command chain using port matching
- Minimum Execution Units - Commands grouped into atomic units, never split (e.g., lite-plan → lite-execute)
- Progressive Clarification - Low clarity triggers clarification phase
- TODO Tracking - Use CCW prefix to isolate workflow todos
- Unit-Aware Error Handling - Retry/skip/abort affects whole unit, not individual commands
- User Control - Optional user confirmation at each phase
State Management
TodoWrite-Based Tracking: All execution state tracked via TodoWrite with CCW: prefix.
// Initial state
todos = [
{ content: "CCW:rapid: [1/3] /workflow:lite-plan", status: "in_progress" },
{ content: "CCW:rapid: [2/3] /workflow:lite-execute", status: "pending" },
{ content: "CCW:rapid: [3/3] /workflow:test-cycle-execute", status: "pending" }
];
// After command 1 completes
todos = [
{ content: "CCW:rapid: [1/3] /workflow:lite-plan", status: "completed" },
{ content: "CCW:rapid: [2/3] /workflow:lite-execute", status: "in_progress" },
{ content: "CCW:rapid: [3/3] /workflow:test-cycle-execute", status: "pending" }
];
vs ccw-coordinator: Extensive state.json with task_id, status transitions, hook callbacks.
With-File Workflows
With-File workflows provide documented exploration with multi-CLI collaboration. They are self-contained and generate comprehensive session artifacts.
| Workflow | Purpose | Key Features | Output Folder |
|---|---|---|---|
| brainstorm-with-file | Multi-perspective ideation | Gemini/Codex/Claude perspectives, diverge-converge cycles | .workflow/.brainstorm/ |
| debug-with-file | Hypothesis-driven debugging | Gemini validation, understanding evolution, NDJSON logging | .workflow/.debug/ |
| analyze-with-file | Collaborative analysis | Multi-round Q&A, CLI exploration, documented discussions | .workflow/.analysis/ |
Detection Keywords:
- brainstorm: 头脑风暴, 创意, 发散思维, multi-perspective, compare perspectives
- debug-file: 深度调试, 假设验证, systematic debug, hypothesis debug
- analyze-file: 协作分析, 深度理解, collaborative analysis, explore concept
Characteristics:
- Self-Contained: Each workflow handles its own iteration loop
- Documented Process: Creates evolving documents (brainstorm.md, understanding.md, discussion.md)
- Multi-CLI: Uses Gemini/Codex/Claude for different perspectives
- Built-in Post-Completion: Offers follow-up options (create plan, issue, etc.)
Type Comparison: ccw vs ccw-coordinator
| Aspect | ccw | ccw-coordinator |
|---|---|---|
| Type | Main process (SlashCommand) | External CLI (ccw cli + hook callbacks) |
| Execution | Synchronous blocking | Async background with hook completion |
| Workflow | Auto intent-based selection | Manual chain building |
| Intent Analysis | 5-phase clarity check | 3-phase requirement analysis |
| State | TodoWrite only (in-memory) | state.json + checkpoint/resume |
| Error Handling | Retry/skip/abort (interactive) | Retry/skip/abort (via AskUser) |
| Use Case | Auto workflow for any task | Manual orchestration, large chains |
Usage
# Auto-select workflow
ccw "Add user authentication"
# Complex requirement (triggers clarification)
ccw "Optimize system performance"
# Bug fix
ccw "Fix memory leak in WebSocket handler"
# TDD development
ccw "Implement user registration with TDD"
# Exploratory task
ccw "Uncertain about architecture for real-time notifications"
# With-File workflows (documented exploration with multi-CLI collaboration)
ccw "头脑风暴: 用户通知系统重新设计" # → brainstorm-with-file
ccw "从头脑风暴 BS-通知系统-2025-01-28 创建 issue" # → brainstorm-to-issue (bridge)
ccw "深度调试: 系统随机崩溃问题" # → debug-with-file
ccw "协作分析: 理解现有认证架构的设计决策" # → analyze-with-file