- 标题移入 div align=center - 修正 CLI 官方链接: - Gemini: google-gemini/gemini-cli - Codex: openai/codex - OpenCode: opencode-ai/opencode - Qwen: QwenLM
9.7 KiB
CCW is a JSON-driven multi-agent development framework with intelligent CLI orchestration. It provides 4-level workflow system from rapid execution to full brainstorming, transforming AI development into powerful orchestration.
✨ Key Features
| Feature | Description |
|---|---|
| 🎯 4-Level Workflows | From lite-lite-lite (instant) to brainstorm (multi-role analysis) |
| 🔄 Multi-CLI Orchestration | Gemini, Qwen, Codex, Claude - auto-select or manual |
| ⚡ Dependency-Aware Parallelism | Agent parallel execution without worktree complexity |
| 🔧 Issue Workflow | Post-development maintenance with optional worktree isolation |
| 📦 JSON-First State | .task/IMPL-*.json as single source of truth |
| 🖥️ Dashboard | Visual session management, CodexLens search, graph explorer |
📖 New? See Workflow Guide for the complete 4-level workflow system.
🚀 Quick Start
Install CCW
npm install -g claude-code-workflow
ccw install -m Global
Choose Your Workflow Level
| Level | Command | Use Case |
|---|---|---|
| ⚡ 1 | /workflow:lite-lite-lite |
Quick fixes, config changes |
| 📝 2 | /workflow:lite-plan |
Clear single-module features |
| 🔧 2 | /workflow:lite-fix |
Bug diagnosis and fix |
| 🔍 2 | /workflow:multi-cli-plan |
Multi-perspective analysis |
| 📊 3 | /workflow:plan |
Multi-module development |
| 🧪 3 | /workflow:tdd-plan |
Test-driven development |
| 🧠 4 | /workflow:brainstorm:auto-parallel |
New features, architecture design |
Workflow Examples
# Level 1: Instant execution
/workflow:lite-lite-lite "Fix typo in README"
# Level 2: Lightweight planning
/workflow:lite-plan "Add JWT authentication"
/workflow:lite-fix "User upload fails with 413 error"
# Level 3: Standard planning with session
/workflow:plan "Implement payment gateway integration"
/workflow:execute
# Level 4: Multi-role brainstorming
/workflow:brainstorm:auto-parallel "Design real-time collaboration system" --count 5
/workflow:plan --session WFS-xxx
/workflow:execute
🛠️ CLI Tool Installation
CCW supports multiple CLI tools. Install as needed:
| CLI | Description | Official Docs |
|---|---|---|
| 🔷 Gemini | Google AI analysis | google-gemini/gemini-cli |
| 🟢 Codex | OpenAI autonomous coding | openai/codex |
| 🟠 OpenCode | Open-source multi-model | opencode-ai/opencode |
| 🟣 Qwen | Alibaba Qwen-Code | QwenLM/Qwen |
🎭 Semantic CLI Invocation
Users can semantically specify CLI tools in prompts - the system automatically invokes the corresponding CLI for analysis.
Basic Invocation
| User Prompt | System Action |
|---|---|
| "Use Gemini to analyze the auth module" | Auto-invoke gemini CLI for analysis |
| "Let Codex review this code" | Auto-invoke codex CLI for review |
| "Ask Qwen about performance optimization" | Auto-invoke qwen CLI for consultation |
Multi-CLI Orchestration
Users can semantically orchestrate multiple CLIs in a single prompt:
| Pattern | User Prompt Example |
|---|---|
| 🔄 Collaborative | "Use Gemini and Codex to collaboratively analyze security vulnerabilities" |
| ⚡ Parallel | "Have Gemini, Codex, and Qwen analyze the architecture in parallel" |
| 🔁 Iterative | "Use Gemini to diagnose, then Codex to fix, iterate until resolved" |
| 🔗 Pipeline | "Gemini designs the solution, Codex implements, Claude reviews" |
Examples
# Single CLI invocation
User: "Use Gemini to analyze the database query performance"
→ System auto-calls: gemini CLI with analysis task
# Collaborative analysis
User: "Use Gemini and Codex to collaboratively review the authentication flow"
→ System auto-calls: gemini + codex CLIs, synthesizes results
# Parallel multi-perspective
User: "Have all available CLIs analyze this architecture design in parallel"
→ System auto-calls: gemini, codex, qwen in parallel → merged report
# Sequential pipeline
User: "Use Gemini to plan the refactoring, then Codex to implement it"
→ System auto-calls: gemini (plan) → codex (implement) sequentially
💡 Key: Just describe which CLI to use and what to do - CCW handles the invocation automatically.
Custom CLI Registration
Register any API as a custom CLI via Dashboard interface:
ccw view # Open Dashboard → Status → API Settings → Add Custom CLI
| Field | Example |
|---|---|
| Name | deepseek |
| Endpoint | https://api.deepseek.com/v1/chat |
| API Key | your-api-key |
After registration, use it semantically like built-in CLIs:
User: "Use DeepSeek to analyze this algorithm complexity"
→ System auto-calls: deepseek CLI (your custom endpoint)
User: "Let DeepSeek and Gemini compare their analysis results"
→ System auto-calls: deepseek + gemini in parallel
⚙️ Register once, invoke semantically forever - no code changes needed.
🔍 ACE Tool Configuration
ACE (Augment Context Engine) provides powerful semantic code search.
| Method | Link |
|---|---|
| 📘 Official | Augment MCP Documentation |
| 🔧 Proxy Version | ace-tool (GitHub) |
📚 CodexLens Local Search
⚠️ In Development: CodexLens is under iterative optimization. Some features may be unstable.
CodexLens provides local code indexing and search without external APIs:
| Search Mode | Description |
|---|---|
| 🔤 FTS | Full-text search, based on SQLite FTS5 |
| 🧠 Semantic | Semantic search, using local embedding models |
| 🔀 Hybrid | Hybrid search, combining FTS + Semantic + Reranking |
Installation
# Enter codex-lens directory
cd codex-lens
# Install dependencies
pip install -e .
# Initialize index
codexlens index /path/to/project
Dashboard Integration
Open Dashboard via ccw view, manage indexes and execute searches in CodexLens Manager.
💻 CCW CLI Commands
ccw install # Install workflow files
ccw view # Open dashboard
ccw cli -p "..." # Execute CLI tools (Gemini/Qwen/Codex)
ccw upgrade -a # Upgrade all installations
Dashboard Features
| Feature | Description |
|---|---|
| 📊 Session Overview | Track workflow sessions and progress |
| 🔍 CodexLens | FTS + Semantic + Hybrid code search |
| 🕸️ Graph Explorer | Interactive code relationship visualization |
| 📜 CLI Manager | Execution history with session resume |
📖 Documentation
| Document | Description |
|---|---|
| 📘 Workflow Guide | 4-level workflow system (recommended) |
| 🚀 Getting Started | 5-minute quick start |
| 🖥️ Dashboard Guide | Dashboard user guide |
| ❓ FAQ | Common questions |
| 📝 Changelog | Version history |
🏗️ Architecture
┌─────────────────────────────────────────────────────────────────┐
│ Main Workflow (4 Levels) │
│ ⚡ Level 1: lite-lite-lite (instant, no artifacts) │
│ 📝 Level 2: lite-plan / lite-fix / multi-cli-plan (→ execute) │
│ 📊 Level 3: plan / tdd-plan / test-fix-gen (session persist) │
│ 🧠 Level 4: brainstorm:auto-parallel → plan → execute │
└─────────────────────────────────────────────────────────────────┘
↓
┌─────────────────────────────────────────────────────────────────┐
│ Issue Workflow (Supplement) │
│ 🔍 discover → 📋 plan → 📦 queue → ▶️ execute (worktree) │
└─────────────────────────────────────────────────────────────────┘
Core Principles:
- ⚡ Dependency Analysis solves parallelism - no worktree needed for main workflow
- 🔧 Issue Workflow supplements main workflow for post-development maintenance
- 🎯 Select workflow level based on complexity - avoid over-engineering
🤝 Contributing
- Repository: GitHub
- Issues: Report bugs or request features
- Contributing: See CONTRIBUTING.md
📄 License
MIT License - see LICENSE