Creative Applications
Creative use case studies
💡 Chapter Goal: Explore OpenClaw's applications in creative fields, including AI drawing workflows, video script generation, multilingual translation, and data analysis automation.
🎯 Chapter Content
- 14.1 AI Drawing Workflow
- 14.2 Video Script Generation
- 14.3 Multilingual Translation Assistant
- 14.4 Data Analysis Automation
- 14.5 Multi-Agent Brainstorming
14.1 AI Drawing Workflow
14.1.1 Scenario Description
Users: Content creators, designers, self-media operators, tutorial authors Needs: Quickly generate illustrations, whiteboard diagrams, logo designs, batch processing Tools: Gemini Image Generation, Banana Pro, Midjourney, Stable Diffusion
Pain Points:
❌ Mobile incompatibility: Professional drawing tools are only web-based
❌ Tedious switching: Need to switch between multiple tools
❌ Difficult modifications: Every modification requires re-uploading
❌ Slow batch processing: Processing one by one is inefficient
❌ High costs: Professional tool subscriptions are expensiveGoals:
✅ Draw anytime on mobile
✅ Unified entry point for operations
✅ Voice-based image modification
✅ Automated batch processing
✅ Controllable costsWhy choose Gemini Image Generation?
Compared to traditional drawing tools, Gemini has unique advantages:
| Feature | Gemini | DALL-E 3 | Midjourney | Banana Pro |
|---|---|---|---|---|
| Integration Method | Chat API | Dedicated API | Discord Bot | Web Page |
| Cost | Low (0.05-0.4 CNY/image) | Medium | High | Medium |
| Chinese Support | ✅ Excellent | ⚠️ Fair | ⚠️ Fair | ✅ Good |
| Whiteboard Diagrams | ✅ Proficient | ❌ Not Proficient | ❌ Not Proficient | ⚠️ Fair |
| Handwritten Style | ✅ Supported | ⚠️ Limited | ⚠️ Limited | ⚠️ Limited |
| Resolution | 1K/2K/4K | 1024x1024 | Variable | Variable |
| OpenClaw Integration | ✅ Perfect | ⚠️ Requires Configuration | ❌ Difficult | ⚠️ Requires Configuration |
Applicable Scenarios:
- ✅ Tutorial illustrations, whiteboard diagrams, handwritten note style
- ✅ Social media illustrations, poster design
- ✅ Logo design, icon generation
- ✅ Concept maps, architecture diagrams, flowcharts
- ✅ Chapter summary diagrams, mind maps
- ⚠️ Hyperrealistic portraits (Midjourney recommended)
- ⚠️ Artistic creation (Midjourney recommended)
14.1.2 Install bananapro-image-gen Skill
Before you start using it, you need to install the drawing Skill.
Method 1: Install from GitHub (Recommended)
# Clone the skill repository
git clone https://github.com/xianyu110/my-awesome-skills.git
# Copy to OpenClaw's skills directory
cp -r my-awesome-skills/.claude/skills/bananapro-image-gen ~/.openclaw/skills/
# Install dependencies
cd ~/.openclaw/skills/bananapro-image-gen
pip3 install -r requirements.txtMethod 2: Install using npx command
npx skills add https://github.com/xianyu110/my-awesome-skills --skill bananapro-image-genVerify Installation:
# Check if the skill is installed successfully
ls ~/.openclaw/skills/bananapro-image-gen
# You should see the following files:
# SKILL.md - Full documentation
# README.md - Quick start
# scripts/generate_image.py - Generation script
# test.sh - Test script
# test_chapters.sh - Chapter test scriptConfigure API Key:
Edit OpenClaw configuration file:
nano ~/.openclaw/openclaw.jsonAdd the following configuration:
{
"api": {
"gemini": {
"apiKey": "your-api-key-here",
"baseUrl": "https://apipro.maynor1024.live",
"model": "gemini-3-pro-image-preview"
}
}
}Get API Key:
- Visit a relay API service provider (recommended to use one that supports Gemini)
- Register an account and top up (suggest topping up 10-20 CNY for testing)
- Get the API Key
- Configure it in OpenClaw
Cost Reference:
- Generate 1 1K image: approx. 0.05-0.1 CNY
- Generate 1 2K image: approx. 0.1-0.2 CNY
- Generate 1 4K image: approx. 0.2-0.4 CNY
💡 Money-saving tip: 1K resolution is sufficient for daily use; only use 2K/4K when printing or requiring high-definition display.
14.1.3 Drawing with OpenClaw on Mobile
Scenario: Drawing directly on Lark
You: Help me draw a cute little lobster, cyberpunk style
OpenClaw: Okay, generating with Gemini...
🎨 [Drawing Task] Cute little lobster
📝 Prompt Optimization:
Original: 可爱的小龙虾,赛博朋克风格 (A cute little lobster, cyberpunk style)
Optimized: A cute cyberpunk lobster character,
neon lights, futuristic city background,
digital art style, high quality,
detailed, 8k resolution
🎨 Style Settings:
• Style: Cyberpunk
• Quality: High Definition
• Size: 1024x1024
• Model: Banana Pro v3
⏳ Generating... (Estimated 30 seconds)
✅ Generation complete!
[Image: Cute Cyberpunk Lobster]
💡 If you need modifications, you can tell me directly:
• "Change the background to underwater"
• "Make it cuter"
• "Add neon light effects"
• "Change the angle"
Saved to: Local image library
Synced to: Lark album
Voice-based image modification:
You: Don't draw it so goofy, make it cooler
OpenClaw: Okay, modifying...
🎨 [Modification Task] Make the lobster cooler
📝 Modification Instructions:
• Reduce cute elements
• Increase cool effects
• Add mechanical feel
• Enhance cyberpunk style
⏳ Modifying... (Estimated 20 seconds)
✅ Modification complete!
[Image: Cool Cyberpunk Lobster]
💬 Modification Notes:
• Removed the cute expression
• Added mechanical armor
• Enhanced neon light effects
• Adjusted posture to be more imposing
Are you satisfied? If you need further adjustments, just let me know~
14.1.4 Practical Case: Generating Tutorial Chapter Summary Images
This is a real use case: generating handwritten whiteboard-style summary images for each chapter of the OpenClaw tutorial.
Scenario Description:
- Need: Generate illustrations for 16 chapters of the tutorial
- Style: Handwritten whiteboard style, easy to understand
- Requirements: Include core points, box diagrams, arrows, and other hand-drawn elements
- Quantity: 1 image per chapter, 16 images in total
Actual Operation:
# Use the provided test script
cd ~/.openclaw/skills/bananapro-image-gen
bash test_chapters.shThe script will automatically generate 4 sample images:
Example 1: Chapter 1 Summary (OpenAI Format)
Prompt:
生成一张白板图片,手写字体风格,内容是OpenClaw第1章核心要点总结:
标题:OpenClaw 是什么?
核心定义:
• 开源本地AI助手
• 完全本地部署,数据隐私有保障
• 可访问本地文件和系统
4大核心优势:
1️⃣ 本地部署 - 保护隐私
2️⃣ 文件访问 - 智能搜索
3️⃣ Skills扩展 - 无限可能
4️⃣ 多平台支持 - 随时随地
vs ChatGPT对比:
OpenClaw ✓ ChatGPT ✗
本地部署 在线服务
文件访问 无法访问
Skills扩展 固定功能
按需付费 订阅制
成本对比:
OpenClaw + DeepSeek: 5-30元/月
ChatGPT Plus: 140元/月
省钱70%!
用手写字体,添加箭头、框图、下划线等手绘元素Generation Result:
- Filename:
test_output/chapters/chapter1_summary.png - Resolution: 1K
- Cost: approx. 0.08 CNY
- Generation Time: approx. 30 seconds
Example 2: Core Architecture Diagram (Gemini Format, 2K Resolution)
Prompt:
生成一张白板图片,手写字体风格,内容是OpenClaw核心组件架构图:
标题:OpenClaw 核心架构
三大组件:
📦 OpenClaw Core
• AI引擎
• 理解和执行指令
• 核心处理逻辑
🌐 Gateway 网关
• 会话管理
• 消息路由
• 多平台连接
• 地址:127.0.0.1:18789
🔧 Skills 技能系统
• 扩展功能
• ClawHub市场
• 1715+技能
工作流程(用箭头连接):
用户消息 → Gateway → OpenClaw Core → Skills → 返回结果
用手写字体,添加框图、箭头、图标等手绘元素Generation Result:
- Filename:
test_output/chapters/architecture.png - Resolution: 2K (HD)
- Cost: approx. 0.15 CNY
- Generation Time: approx. 40 seconds
Example 3: Chapter 2 Deployment Comparison
Prompt:
生成一张白板图片,手写字体风格,内容是OpenClaw部署方式对比:
标题:OpenClaw 部署方式
云端部署(推荐):
✓ 腾讯云:20元/月,20M带宽
✓ 火山引擎:9.9元/月
✓ 阿里云:价格相近
优势:随时随地访问,手机可用
本地部署:
✓ Mac/Windows/Linux
✓ Docker部署
优势:完全免费,数据本地
API配置:
• 国产模型省95%成本
• DeepSeek:性价比之王
• Kimi:长文档专家
• 中转API:一个地址访问300+模型
用手写字体,添加对比表格、箭头、图标Example 4: Chapter 3 Persona Configuration
Prompt:
生成一张白板图片,手写字体风格,内容是OpenClaw人设配置:
标题:配置你的专属AI助手
工作区结构:
📁 ~/.openclaw/workspace/
├── SOUL.md - 人格/语气
├── USER.md - 偏好设置
├── AGENTS.md - 指令说明
├── MEMORY.md - 长期记忆
└── HEARTBEAT.md - 检查清单
配置方法:
方式1:Web UI(推荐)
• Agent → Files → 编辑
方式2:命令行(进阶)
• nano ~/.openclaw/workspace/SOUL.md
核心配置:
SOUL.md:AI的性格和行为准则
USER.md:你的信息和偏好
效果:
配置前:冷冰冰的工具
配置后:懂你的伙伴
用手写字体,添加文件夹图标、箭头、对比框Performance Data:
| Metric | Manual Drawing | AI Generation | Improvement |
|---|---|---|---|
| Time per image | 30 minutes | 1 minute | 96.7% |
| Cost per image | High labor cost | 0.05-0.2 CNY | 99%+ |
| Batch of 4 images | 120 minutes | 4 minutes | 96.7% |
| Modification cost | 10 minutes | 30 seconds | 95% |
Actual Usage Experience:
✅ Pros:
• Fast generation speed: 1 minute/image
• Extremely low cost: 0.05-0.2 CNY/image
• Consistent style: All images have a uniform style
• Easy to modify: Adjust the prompt to regenerate
• Batch processing: Can generate multiple images at once
⚠️ Notes:
• Prompts must be detailed: The more detailed, the better the effect
• Multiple attempts: May need to generate 2-3 times to select the best
• Manual review: Content accuracy needs to be checked after generation
• Format adjustment: May require fine-tuning size and formatCommand Line Batch Generation:
If you need to generate illustrations for an entire tutorial, you can create a batch script:
#!/bin/bash
# batch_generate_chapters.sh
chapters=(
"第1章:OpenClaw是什么"
"第2章:部署方式对比"
"第3章:人设配置"
"第4章:文件管理"
"第5章:知识库管理"
# ... More chapters
)
for chapter in "${chapters[@]}"; do
IFS=':' read -r num title <<< "$chapter"
echo "Generating ${num} - ${title}"
python3 scripts/generate_image.py \
--prompt "生成一张白板图片,手写字体风格,总结${title}的核心要点..." \
--filename "output/${num}_summary.png" \
--api-format openai
echo "✅ ${num} Completed"
sleep 2 # Avoid API rate limits
done
echo "🎉 All chapter illustrations generated!"View Generated Images:
# View generated images
ls -lh test_output/chapters/
# Output example:
# -rw-r--r-- 1 user staff 788K chapter1_summary.png
# -rw-r--r-- 1 user staff 2.7M architecture.png
# -rw-r--r-- 1 user staff 856K chapter2_deployment.png
# -rw-r--r-- 1 user staff 923K chapter3_persona.png
# Open to view on macOS
open test_output/chapters/14.1.5 More AI Drawing Skills Recommended
According to the ClawHub skill marketplace, the following AI drawing-related Skills are recommended:
1. fal-ai - Multifunctional AI Generation
# Install
npx clawhub@latest install fal-ai
# Features
• Image generation (FLUX, SDXL, etc.)
• Video generation
• Audio generation
• Supports various models2. nvidia-image-gen - NVIDIA FLUX Model
# Install
npx clawhub@latest install nvidia-image-gen
# Features
• Uses NVIDIA FLUX model
• High-quality image generation
• Supports image editing3. pollinations - Multimodal Generation
# Install
npx clawhub@latest install pollinations
# Features
• Text generation
• Image generation
• Video generation
• Completely free4. venice-ai - Image and Video Integration
# Install
npx clawhub@latest install venice-ai
# Features
• Image generation, editing, upscaling
• Create videos from images
• Supports multiple styles5. recraft - Professional Design Tool
# Install
npx clawhub@latest install recraft
# Features
• Image generation
• Vectorization
• Image upscaling
• Background replacement14.1.6 Batch Generating Illustrations Practical
You: Convert this photo into a watercolor style
OpenClaw: Okay, processing...
🎨 [Style Conversion] Photo → Watercolor
📸 Original Image Info:
• Dimensions: 1920x1080
• Format: JPG
• Subject: Landscape photo
🎨 Conversion Settings:
• Target Style: Watercolor
• Detail Retention: 80%
• Artistic Degree: High
• Color Saturation: Medium
⏳ Converting... (Estimated 40 seconds)
✅ Conversion complete!
[Image: Watercolor style landscape]
💡 Other available styles:
• Oil painting style
• Sketch style
• Anime style
• Pixel art style
• 3D rendering style
Do you want to try other styles?Batch Style Conversion:
You: Convert all 10 photos in my album to watercolor style
OpenClaw: Okay, batch processing...
📁 [Batch Style Conversion]
📊 Task Info:
• Number of photos: 10
• Target Style: Watercolor
• Estimated Time: 5 minutes
⏳ Processing Progress:
1. IMG_001.jpg [████████████████████] 100%
2. IMG_002.jpg [████████████████████] 100%
3. IMG_003.jpg [████████████████████] 100%
4. IMG_004.jpg [████████████████████] 100%
5. IMG_005.jpg [████████████████████] 100%
6. IMG_006.jpg [████████████████████] 100%
7. IMG_007.jpg [████████████████████] 100%
8. IMG_008.jpg [████████████████████] 100%
9. IMG_009.jpg [████████████████████] 100%
10. IMG_010.jpg [████████████████████] 100%
✅ All completed!
📁 Files saved:
• Watercolor_Style/IMG_001_watercolor.jpg
• Watercolor_Style/IMG_002_watercolor.jpg
• ...
• Watercolor_Style/IMG_010_watercolor.jpg
Packaged as: Watercolor_Collection.zip
Uploaded to: Lark Cloud Drive
Download Link: [Click to Download]
📊 Processing Statistics:
• Success: 10 images
• Failed: 0 images
• Total time: 4 minutes 32 seconds
• Average per image: 27 seconds14.1.5 Configuration Method
# 1. Install Banana Pro Skills
clawhub install banana-pro
openclaw config set banana.api-key "YOUR_API_KEY"
# 2. Configure Gemini API (required by Banana Pro)
openclaw config set gemini.api-key "YOUR_GEMINI_KEY"
openclaw config set gemini.model "gemini-2.0-flash-exp"
# 3. Configure image saving
openclaw config set image.save-path "~/Pictures/OpenClaw"
openclaw config set image.auto-sync true
openclaw config set image.sync-to "feishu,notion"
# 4. Configure batch processing
openclaw config set image.batch-size 10
openclaw config set image.parallel-tasks 3
# 5. Configure prompt optimization
openclaw config set image.prompt-enhance true
openclaw config set image.prompt-language "en"14.1.6 Efficiency Improvement Data
Before and After Use Comparison:
| Task Type | Before Use | After Use | Time Saved | Improvement Ratio |
|---|---|---|---|---|
| Single Drawing | 5 minutes | 30 seconds | 4.5 minutes | 90% |
| Image Modification | 3 minutes | 20 seconds | 2.7 minutes | 88.9% |
| Batch Generation | 50 minutes | 5 minutes | 45 minutes | 90% |
| Style Conversion | 10 minutes | 40 seconds | 9.3 minutes | 93.3% |
| Average | 68 minutes | 6.5 minutes | 61.5 minutes | 90.4% |
Creative Efficiency Improvement:
Content Creators:
• Weekly illustration needs: 20 images
• Before use: 20 images × 5 minutes = 100 minutes
• After use: 20 images × 0.5 minutes = 10 minutes
• Weekly savings: 90 minutes
• Monthly savings: 360 minutes ≈ 6 hours14.2 Video Script Generation
14.2.1 Scenario Description
Users: Video creators, YouTubers, short video operators Needs: Quickly generate scripts, optimize copy, batch production Platforms: Bilibili, Douyin, Kuaishou, Xiaohongshu
Pain Points:
❌ Inspiration drought: Don't know what to film
❌ Scripting time-consuming: Writing scripts takes hours
❌ Disorganized structure: Don't know how to organize content
❌ Lacking highlights: Content is blandGoals:
✅ Rapid script generation
✅ Clear and complete structure
✅ Engaging content
✅ Batch content production14.2.2 Short Video Script Generation
Scenario: Generating a Douyin short video script
You: Help me generate a Douyin short video script about OpenClaw,
60 seconds long, make it engaging
OpenClaw: Okay, generating...
🎬 [Short Video Script] OpenClaw - Your AI Super Assistant
📊 Script Info:
• Platform: Douyin
• Duration: 60 seconds
• Type: Product Introduction
• Style: Lighthearted and Humorous
📝 Full Script:
[Opening] (0-5 seconds)
Visual: Computer screen, various messy windows
Narration: Are you like this too?
Can't find computer files,
Can't remember schedules,
Low work efficiency?
[Pain Point] (5-15 seconds)
Visual: Close-ups of various pain point scenarios
Narration: Takes half a day to find a file,
An hour to organize invoices,
Meeting notes are a mess...
Don't worry, I have a solution!
[Solution] (15-35 seconds)
Visual: OpenClaw interface demo
Narration: OpenClaw, your AI super assistant!
Find files with one sentence ✓
Automatically organize invoices ✓
Smart schedule management ✓
Meeting notes automatically generated ✓
Most importantly...
You can use it on your phone!
Open Lark, speak directly,
And it will handle everything for you!
[Effect Display] (35-50 seconds)
Visual: Before and after use comparison
Narration: After using OpenClaw:
Finding files: 5 minutes → 10 seconds
Organizing invoices: 1 hour → 2 minutes
Meeting notes: 30 minutes → Automatic
Efficiency increased by 90%!
[Ending] (50-60 seconds)
Visual: OpenClaw Logo + QR code
Narration: OpenClaw, let AI truly become your assistant!
Leave a comment "OpenClaw"
And get a complete installation tutorial!
Follow me to master AI tools!
📊 Script Analysis:
• Opening appeal: ⭐⭐⭐⭐⭐
• Content completeness: ⭐⭐⭐⭐⭐
• Pacing control: ⭐⭐⭐⭐
• Conversion guidance: ⭐⭐⭐⭐⭐
💡 Filming Suggestions:
• Use fast-paced editing for the opening
• Use exaggerated expressions for pain points
• Slow down the pace for the demo part
• Add BGM climax at the end
🎵 BGM Recommendations:
• Opening: Rhythmic electronic music
• Middle: Light background music
• Ending: Stirring music
📝 Copy saved
🎬 Script exported as PDF14.2.3 Long Video Script Generation
Scenario: Generating a Bilibili long video script
You: Help me generate a Bilibili video script,
theme "Complete OpenClaw User Guide",
15 minutes long
OpenClaw: Okay, generating...
🎬 [Long Video Script] Complete OpenClaw User Guide
📊 Script Info:
• Platform: Bilibili
• Duration: 15 minutes
• Type: Tutorial
• Style: Professional and Detailed
📝 Full Script:
[Intro] (0-30 seconds)
Visual: OpenClaw Logo animation
Narration: Hello everyone, I'm [UP's Name]
Today I'm bringing you the complete OpenClaw user guide
This video will teach you:
• How to install OpenClaw
• How to configure large models
• 6 practical tips
• Pitfalls to avoid
I recommend saving it to watch later!
[Part 1: What is OpenClaw] (0:30-2:00)
Visual: OpenClaw interface display
Narration: OpenClaw is an open-source AI assistant framework
Its core advantages are:
1. Can access local files
2. Can operate system applications
3. Can extend various functions
4. Available anytime, anywhere on mobile
Simply put, it's your AI super assistant!
[Part 2: Installation Tutorial] (2:00-5:00)
Visual: Installation steps demo
Narration: There are two ways to install OpenClaw:
Method 1: Cloud deployment (recommended for beginners)
• Purchase a Tencent Cloud Lighthouse server
• Select Moltbot image
• One-click deployment, done in 3 minutes
Method 2: Local installation
• Install Node.js
• Clone code repository
• Install dependencies
• Configure environment variables
I recommend cloud deployment for beginners
It's hassle-free and works on mobile
[Part 3: Configuring Large Models] (5:00-7:00)
Visual: API configuration demo
Narration: OpenClaw requires configuring large model APIs
Recommended domestic models:
• Kimi k2.5: Best value for money
• DeepSeek-V3: Cheapest
• GLM-4: Strong Chinese capabilities
Configuration is simple:
1. Get API Key
2. Fill it in settings
3. Test connection
Done!
[Part 4: 6 Practical Tips] (7:00-12:00)
Visual: Actual usage demo
Narration: Next, I'll share 6 practical tips:
Tip 1: Local file management
• Find files with one sentence
• Batch process invoices
• Automatic renaming
Tip 2: Knowledge base management
• Archive web articles
• GitHub project management
• Organize research paper notes
Tip 3: Schedule management
• WeChat screenshot recognition
• Automatic calendar creation
• Batch import schedules
Tip 4: Automation tasks
• Timed reminders
• Website monitoring
• Daily report push
Tip 5: AI Drawing
• Use Banana on mobile
• Voice-based image modification
• Batch generate illustrations
Tip 6: Desktop screenshots
• Remote computer viewing
• Monitor running status
• Full of security
[Part 5: Pitfalls to Avoid] (12:00-14:00)
Visual: Common issues demo
Narration: When using OpenClaw, pay attention to these pitfalls:
Pitfall 1: Incorrect API Key configuration
• Check if the format is correct
• Confirm sufficient permissions
Pitfall 2: Skills loading failure
• Check network connection
• Restart OpenClaw
Pitfall 3: Token consumption too fast
• Use domestic models
• Optimize prompts
• Set Token limits
Pitfall 4: Permission issues
• macOS requires authorization
• Windows requires administrator privileges
[Ending] (14:00-15:00)
Visual: Summary + Call to action for likes, comments, shares
Narration: Alright, that's all for today's tutorial
OpenClaw is truly a magical tool
Efficiency increased by 90% after using it
If this video was helpful to you
Remember to like, comment, and share to support me!
Feel free to ask any questions in the comments section
I will reply to each one!
See you next time~
📊 Script Analysis:
• Content completeness: ⭐⭐⭐⭐⭐
• Structure clarity: ⭐⭐⭐⭐⭐
• Practicality: ⭐⭐⭐⭐⭐
• Viewing experience: ⭐⭐⭐⭐
💡 Filming Suggestions:
• Use screen recording software
• Prepare demo materials
• Provide clear narration
• Add subtitles and annotations
🎵 BGM Recommendations:
• Intro: Stirring music
• Tutorial sections: Light background music
• Ending: Warm music
📝 Copy saved
🎬 Script exported as Word document
📊 Shot-by-shot script generated14.2.4 Batch Generating Series Scripts
Scenario: Generating a series of video scripts
You: Help me generate a script outline for an OpenClaw tutorial series,
including 10 videos
OpenClaw: Okay, planning...
📺 [Tutorial Series] OpenClaw from Beginner to Master
📊 Series Info:
• Total Episodes: 10
• Duration per Episode: 10-15 minutes
• Update Frequency: 2 episodes per week
• Total Duration: Approx. 2 hours
📝 Series Outline:
Episode 1: What is OpenClaw?
• Duration: 10 minutes
• Content:
- OpenClaw Introduction
- Core Advantages
- Comparison with other AI assistants
- Applicable Scenarios
• Difficulty: ⭐
• Estimated Views: 5,000+
Episode 2: Quick Start Guide
• Duration: 12 minutes
• Content:
- Cloud Deployment Tutorial
- Local Installation Tutorial
- API Configuration
- First Conversation
• Difficulty: ⭐⭐
• Estimated Views: 8,000+
Episode 3: Local File Management Master
• Duration: 15 minutes
• Content:
- Smart File Search
- Batch File Processing
- Automatic Invoice Organization
- Hard Drive Cleanup
• Difficulty: ⭐⭐
• Estimated Views: 10,000+
Episode 4: Knowledge Base Management in Practice
• Duration: 15 minutes
• Content:
- Web Article Archiving
- GitHub Project Management
- Research Paper Note Organization
- Cross-device Sync
• Difficulty: ⭐⭐⭐
• Estimated Views: 8,000+
Episode 5: Schedule and Task Management
• Duration: 12 minutes
• Content:
- Automatic Calendar Creation
- WeChat Screenshot Recognition
- Batch Schedule Import
- Reminder Setting Tips
• Difficulty: ⭐⭐
• Estimated Views: 7,000+
Episode 6: Automated Workflows
• Duration: 15 minutes
• Content:
- Timed Task Setup
- Website Monitoring in Practice
- Automatic Daily Report Push
- Recurring Task Configuration
• Difficulty: ⭐⭐⭐
• Estimated Views: 9,000+
Episode 7: Skills Extension Development
• Duration: 15 minutes
• Content:
- ClawHub Skill Marketplace
- Must-install Skills Recommended
- Custom Skill Development
- Skill Management Tips
• Difficulty: ⭐⭐⭐⭐
• Estimated Views: 6,000+
Episode 8: Multi-Platform Integration
• Duration: 12 minutes
• Content:
- WeCom Bot Configuration
- DingTalk Bot Configuration
- Lark Bot Configuration
- QQ Bot Configuration
• Difficulty: ⭐⭐⭐
• Estimated Views: 7,000+
Episode 9: AI Drawing Workflow
• Duration: 15 minutes
• Content:
- Banana Pro Integration
- Drawing on Mobile
- Batch Generating Illustrations
- Style Conversion Tips
• Difficulty: ⭐⭐⭐
• Estimated Views: 12,000+
Episode 10: Advanced Tips and Pitfalls
• Duration: 15 minutes
• Content:
- Cost Optimization Solutions
- Performance Tuning Tips
- Common Problem Solving
- Pitfalls to Avoid
• Difficulty: ⭐⭐⭐⭐
• Estimated Views: 8,000+
📊 Series Data Prediction:
• Total Views: 80,000+
• Average Views: 8,000/episode
• Estimated New Followers: 5,000+
• Estimated Revenue: $500+
💡 Operation Suggestions:
• Interlink each video
• Guide viewers to watch the entire series
• Build a fan community
• Regular interactive Q&A
📝 Generated:
• Series Outline
• Detailed script for each episode
• Filming schedule
• Material preparation checklist
Do you need me to generate a detailed script for a specific episode?14.2.5 More Video Creation Skills Recommended
According to the ClawHub skill marketplace, the following video creation-related Skills are recommended:
1. video-agent - HeyGen Video Generation
# Install
npx clawhub@latest install video-agent
# Features
• Generates AI avatar videos using HeyGen API
• Supports multiple languages
• Professional-grade video quality2. sora-video-gen - OpenAI Sora
# Install
npx clawhub@latest install sora-video-gen
# Features
• Uses OpenAI Sora API
• Text-to-video generation
• High-quality video output3. veo3-video-gen - Google Veo
# Install
npx clawhub@latest install veo3-video-gen
# Features
• Uses Google Veo 3.x
• Generates and stitches short videos
• Supports multiple styles4. tube-cog - YouTube Content Creation
# Install
npx clawhub@latest install tube-cog
# Features
• YouTube content creation
• Powered by CellCog
• Complete video production workflow5. video-cog - Long-form Video Production
# Install
npx clawhub@latest install video-cog
# Features
• Long-form AI video production
• Multi-agent collaboration
• Professional-grade video output6. youtube-title-generator - Title Generation
# Install
npx clawhub@latest install youtube-title-generator
# Features
• Generates engaging YouTube titles
• Based on content analysis
• Increases click-through rate14.2.6 Configuration Method
# 1. Configure script generation
openclaw config set script.platform "douyin,bilibili"
openclaw config set script.style "professional"
# 2. Configure content optimization
openclaw config set script.optimize true
openclaw config set script.add-hooks true
# 3. Configure batch generation
openclaw config set script.batch-mode true
openclaw config set script.series-planning true14.2.6 Efficiency Improvement Data
| Task Type | Before Use | After Use | Time Saved | Improvement Ratio |
|---|---|---|---|---|
| Short Video Script | 60 minutes | 5 minutes | 55 minutes | 91.7% |
| Long Video Script | 180 minutes | 15 minutes | 165 minutes | 91.7% |
| Series Planning | 300 minutes | 20 minutes | 280 minutes | 93.3% |
| Average | 540 minutes | 40 minutes | 500 minutes | 92.6% |
14.3 Multilingual Translation Assistant
14.3.1 Scenario Description
Users: Multinational teams, foreign trade practitioners, international students Needs: Document translation, real-time communication, terminology management Languages: Chinese, English, Japanese, Korean, and other languages
Pain Points:
❌ Inaccurate translation: Machine translation has many errors
❌ Inconsistent terminology: Professional terms are translated inconsistently
❌ Format loss: Format gets messed up after translation
❌ Low efficiency: Copying and pasting segment by segmentGoals:
✅ Accurate translation
✅ Consistent terminology
✅ Preserve format
✅ Batch processing14.3.2 Document Translation
Scenario: Translating technical documents
You: Help me translate this requirements document into English
OpenClaw: Okay, translating...
📄 [Document Translation] Requirements Document Chinese → English
📊 Document Info:
• Original File: 用户中心需求文档.docx (User Center Requirements Document.docx)
• Original Language: Chinese
• Target Language: English
• Word Count: 5,000 words
• Estimated Time: 2 minutes
⏳ Translating...
✅ Translation complete!
📄 Translated Text Preview:
[Original]
用户中心模块需求文档
一、功能概述
用户中心是系统的核心模块之一,负责用户信息管理、
权限控制、个人设置等功能...
[Translation]
User Center Module Requirements Document
1. Function Overview
The User Center is one of the core modules of the system,
responsible for user information management, permission control,
personal settings and other functions...
📊 Translation Quality:
• Accuracy: 95/100
• Fluency: 92/100
• Professionalism: 90/100
• Overall Score: 92/100
💡 Terminology Glossary:
| Chinese | English | Description |
|------|------|------|
| 用户中心 | User Center | Product Term |
| 权限控制 | Permission Control | Technical Term |
| 个人设置 | Personal Settings | Feature Term |
✅ Completed:
• Translated document generated
• Format fully preserved
• Terminology unified
• Terminology database saved
📁 Files saved:
• User_Center_Requirements.docx
• Terminology_Glossary.xlsx
Do you need me to send it to the US team?14.3.3 Real-time Conversation Translation
Scenario: Real-time translation for international meetings
You: Help me with real-time translation for this meeting, Chinese-English bidirectional
OpenClaw: Okay, starting real-time translation...
🌐 [Real-time Translation] International Meeting
📊 Meeting Info:
• Attendees: 5 Chinese, 3 American
• Languages: Chinese ⇄ English
• Mode: Real-time bidirectional translation
⏺️ Translation Log:
10:00 Zhang San (Chinese):
大家好,今天讨论一下项目进度... (Hello everyone, today we will discuss the project progress...)
10:00 Translation (English):
Hello everyone, today we will discuss the project progress...
10:02 John (English):
Thank you. I have some questions about the timeline...
10:02 Translation (Chinese):
谢谢。我对时间表有一些问题... (Thank you. I have some questions about the timeline...)
10:05 Li Si (Chinese):
关于时间表,计划在下个月完成第一阶段... (Regarding the timeline, we plan to complete the first phase next month...)
10:05 Translation (English):
Regarding the timeline, we plan to complete the first phase next month...
📊 Translation Statistics:
• Sentences Translated: 50 sentences
• Average Latency: 2 seconds
• Accuracy: 95%
• Fluency: 92%
💡 Key Terminology:
• 项目进度 = Project Progress
• 时间表 = Timeline
• 第一阶段 = First Phase
✅ After the meeting:
• Complete translation log saved
• Terminology database updated
• Meeting minutes generated (Chinese and English)14.3.4 Batch Translation
Scenario: Batch translating product documents
You: Help me translate all documents in the product documents folder into English, Japanese, and Korean
OpenClaw: Okay, batch translating...
📁 [Batch Translation] Product Documents
📊 Task Info:
• Number of Documents: 20
• Source Language: Chinese
• Target Languages: English, Japanese, Korean
• Total Word Count: 50,000 words
• Estimated Time: 15 minutes
⏳ Translation Progress:
English Translation:
[████████████████████] 100% (20/20)
Japanese Translation:
[████████████████████] 100% (20/20)
Korean Translation:
[████████████████████] 100% (20/20)
✅ All completed!
📊 Translation Statistics:
• Total Documents: 20
• Total Word Count: 50,000 words
• Translation Languages: 3 types
• Total Time: 12 minutes 30 seconds
• Average Speed: 4,000 words/minute
📁 File Structure:
Product_Documents/
├── Chinese/
│ ├── 产品介绍.docx (Product_Introduction.docx)
│ ├── 使用手册.docx (User_Manual.docx)
│ └── ...
├── English/
│ ├── Product_Introduction.docx
│ ├── User_Manual.docx
│ └── ...
├── 日本語/ (Japanese/)
│ ├── 製品紹介.docx (Product_Introduction.docx)
│ ├── ユーザーマニュアル.docx (User_Manual.docx)
│ └── ...
└── 한국어/ (Korean/)
├── 제품_소개.docx (Product_Introduction.docx)
├── 사용자_매뉴얼.docx (User_Manual.docx)
└── ...
✅ Completed:
• All documents translated
• Format fully preserved
• Terminology unified
• Compressed into a package
📦 Download Link:
• Product_Documents_Multilingual.zip
### 14.3.5 More Recommended Translation Skills
Based on the ClawHub skill marketplace, here are some recommended translation-related Skills:
**1. translator - General Translation Assistant**
```bash
# Install
npx clawhub@latest install translator
# Features
• Multi-language translation
• Real-time translation
• Document translation
• Terminology management2. straker-verify - Professional Translation
# Install
npx clawhub@latest install straker-verify
# Features
• Professional AI-powered translation
• Optional human review
• High quality assurance3. japanese-translation-and-tutor - Japanese-English Translation
# Install
npx clawhub@latest install japanese-translation-and-tutor
# Features
• Bidirectional Japanese-English translation
• Japanese learning tutoring
• Cultural background explanation4. lyric-translator - Lyric Translation
# Install
npx clawhub@latest install lyric-translator
# Features
• Translates Indonesian song lyrics to English
• Preserves rhythm and mood
• Natural and fluent translation5. tamil-whatsapp - Tamil Language Processing
# Install
npx clawhub@latest install tamil-whatsapp
# Features
• Processes Tamil messages on WhatsApp
• Transliteration support
• Real-time translation6. language-learning - Language Learning Assistant
# Install
npx clawhub@latest install language-learning
# Features
• AI language tutor
• Learn any language
• Personalized learning plans14.3.6 Configuration Method
# 1. Configure translation engine
clawhub install translator
openclaw config set translate.engine "deepl"
openclaw config set translate.quality "high"
# 2. Configure terminology glossary
openclaw config set translate.glossary "团队术语库.csv"
openclaw config set translate.auto-update-glossary true
# 3. Configure batch translation
openclaw config set translate.batch-size 10
openclaw config set translate.parallel-tasks 3
# 4. Configure format retention
openclaw config set translate.keep-format true
openclaw config set translate.keep-links true14.3.6 Efficiency Improvement Data
| Task Type | Before Use | After Use | Time Saved | Improvement Ratio |
|---|---|---|---|---|
| Single Document Translation | 120 minutes | 2 minutes | 118 minutes | 98.3% |
| Real-time Translation | Manual Translation | Automatic | 100% | 100% |
| Batch Translation | 2,400 minutes | 12.5 minutes | 2,387.5 minutes | 99.5% |
| Average | 2,520 minutes | 14.5 minutes | 2,505.5 minutes | 99.4% |
14.4 Data Analysis Automation
14.4.1 Scenario Description
Users: Data analysts, operations personnel, managers Needs: Data cleaning, visualization, report generation Tools: Excel, Python, Tableau
Pain Points:
❌ Time-consuming data cleaning: Manual processing takes hours
❌ Tedious chart creation: Adjusting one by one
❌ Exhausting report writing: Weekly reports are a chore
❌ Repetitive work: Same process every timeGoals:
✅ Automatic data cleaning
✅ Rapid chart generation
✅ Automatic report generation
✅ One-click analysis completion14.4.2 Data Cleaning
Scenario: Cleaning Sales Data
You: Help me clean this sales data, remove duplicates and outliers
OpenClaw: Okay, analyzing data...
📊 [Data Cleaning] Sales Data
📄 Raw Data:
• File: sales_data.xlsx
• Rows: 10,000 rows
• Columns: 15 columns
• Data Volume: 150,000 cells
🔍 Data Quality Check:
⚠️ Issues Found:
1. Duplicate data: 500 rows (5%)
2. Missing values: 200 (1.3%)
3. Outliers: 50 (0.3%)
4. Format errors: 100 (0.7%)
⏳ Starting cleaning...
✅ Cleaning complete!
📊 Cleaning Results:
1. Duplicate Data Handling:
• Deleted duplicate rows: 500 rows
• Retained unique records: 9,500 rows
2. Missing Value Handling:
• Numeric columns: Filled with average
• Text columns: Filled with "Unknown"
• Date columns: Filled with previous day
3. Outlier Handling:
• Sales < 0: Deleted (10 rows)
• Sales > 1,000,000: Marked as outlier (40 rows)
4. Format Standardization:
• Date format: Standardized to YYYY-MM-DD
• Amount format: Standardized to two decimal places
• Text format: Standardized to uppercase
📊 Cleaned Data:
• Rows: 9,490 rows
• Columns: 15 columns
• Data Quality: 98%
📁 Files Saved:
• sales_data_cleaned.xlsx
• Cleaning Report.pdf
💡 Data Quality Improvement:
• Before use: 85%
• After use: 98%
• Improvement: +13%14.4.3 Data Visualization
Scenario: Generating Sales Analysis Charts
You: Help me analyze this sales data and generate visualization charts
OpenClaw: Okay, analyzing...
📊 [Data Analysis] Sales Data Visualization
📄 Data Information:
• File: sales_data_cleaned.xlsx
• Time Range: 2025-01-01 to 2025-12-31
• Data Volume: 9,490 entries
🔍 Analysis Dimensions:
• Time trend
• Regional distribution
• Product category
• Customer analysis
⏳ Generating charts...
✅ Charts generated!
📈 Chart 1: Monthly Sales Trend
[Line chart: Shows sales changes over 12 months]
Key Findings:
• Sales show an upward trend
• June and December are peak sales months
• February sales are lowest (due to Chinese New Year)
📊 Chart 2: Regional Sales Distribution
[Pie chart: Shows sales proportion by region]
Key Findings:
• East China accounts for the highest proportion (35%)
• South China is second (25%)
• Western region accounts for the lowest proportion (10%)
📊 Chart 3: Product Category Sales
[Bar chart: Shows sales volume for each product category]
Key Findings:
• Electronics products have the highest sales
• Apparel products are growing fastest
• Food products are the most stable
📊 Chart 4: Customer Value Analysis
[Scatter plot: Shows relationship between customer count and sales]
Key Findings:
• 20% of customers contribute 80% of sales
• High-value customers are mainly concentrated in tier-one cities
• Need to strengthen conversion of medium-to-low value customers
📁 Files Saved:
• Sales Analysis Charts.pptx
• Sales Analysis Report.pdf
• Chart Data.xlsx
💡 Analysis Suggestions:
• Increase marketing investment in June and December
• Focus on developing the western market
• Optimize product structure
• Establish a customer tiered management system14.4.4 Automatic Report Generation
Scenario: Generating Weekly Report
You: Help me generate this week's sales weekly report
OpenClaw: Okay, generating...
📊 [Sales Weekly Report] 2026-02-03 to 2026-02-09
I. Overall Overview
📈 Key Metrics:
• Total Sales: ¥1,250,000
• MoM vs. Last Week: +15.2%
• YoY vs. Last Year: +28.5%
• Order Quantity: 2,500 orders
• Average Order Value: ¥500
✅ Goal Completion:
• Weekly Goal: ¥1,000,000
• Actual Completion: ¥1,250,000
• Completion Rate: 125%
• Exceeded Goal By: ¥250,000
II. Sales Analysis
📊 Regional Performance:
1. East China: ¥450,000 (36%) ⬆️
2. South China: ¥300,000 (24%) ⬆️
3. North China: ¥250,000 (20%) ➡️
4. Southwest China: ¥150,000 (12%) ⬇️
5. Other Regions: ¥100,000 (8%) ➡️
📦 Product Performance:
1. Electronics Products: ¥500,000 (40%) ⭐
2. Apparel: ¥350,000 (28%) ⬆️
3. Food: ¥200,000 (16%) ➡️
4. Daily Necessities: ¥150,000 (12%) ⬇️
5. Others: ¥50,000 (4%) ➡️
III. Highlights and Issues
✅ This Week's Highlights:
1. Electronics product sales hit a new high
• New product launch showed significant results
• Promotional activities received enthusiastic response
2. Rapid growth in South China
• Opened 3 new stores
• Excellent performance in online channels
3. Average order value continues to increase
• Proportion of high-end products increased
• Customer spending power improved
⚠️ Existing Issues:
1. Sales decline in Southwest China
• Competitors' promotional efforts are strong
• Insufficient logistics delivery timeliness
2. Weak sales in daily necessities category
• Severe product homogenization
• Price advantage not obvious
3. Customer churn rate increased
• After-sales service needs improvement
• Member benefits lack attractiveness
IV. Next Week's Plan
🎯 Key Tasks:
1. Strengthen marketing in Southwest China
• Launch region-specific offers
• Optimize logistics delivery
2. Optimize daily necessities products
• Introduce differentiated products
• Adjust pricing strategy
3. Improve customer satisfaction
• Strengthen after-sales service training
• Optimize member benefits
📊 Goal Setting:
• Sales Target: ¥1,300,000
• Growth Target: +4%
• Order Target: 2,600 orders
V. Data Appendix
[Chart 1: Weekly Sales Trend]
[Chart 2: Regional Sales Distribution]
[Chart 3: Product Category Proportion]
[Chart 4: Customer Analysis]
---
Report Generation Time: 2026-02-10 09:00
Report Generator: OpenClaw
Data Source: Sales System
✅ Completed:
• Weekly report generated
• Charts inserted
• Sent to management
• Synced to Lark document
📧 Email Sent:
To: All Sales Team Members
Subject: [Sales Weekly Report] 2026-02-03 to 2026-02-09
Attachment: Sales Weekly Report.pdf14.4.5 More Data Analysis Skills Recommended
Based on the ClawHub skill marketplace, here are some recommended data analysis-related Skills:
1. data-analyst - Comprehensive Data Analysis
# Install
npx clawhub@latest install data-analyst
# Features
• Data visualization
• Report generation
• SQL queries
• Spreadsheet analysis2. senior-data-scientist - Advanced Data Science
# Install
npx clawhub@latest install senior-data-scientist
# Features
• World-class data science skills
• Machine learning models
• Statistical analysis
• Predictive modeling3. senior-data-engineer - Data Engineering
# Install
npx clawhub@latest install senior-data-engineer
# Features
• Build scalable data pipelines
• ETL process design
• Data warehouse management
• Performance optimization4. csv-pipeline - CSV Data Processing
# Install
npx clawhub@latest install csv-pipeline
# Features
• Process CSV and JSON data
• Data transformation
• Data analysis
• Report generation5. duckdb-en - DuckDB Analysis
# Install
npx clawhub@latest install duckdb-en
# Features
• DuckDB CLI expert
• SQL analysis
• Data processing
• High-performance queries6. google-analytics-api - GA4 Analysis
# Install
npx clawhub@latest install google-analytics-api
# Features
• Google Analytics 4 integration
• Hosted authentication
• Data querying
• Report generation7. supabase - Database Operations
# Install
npx clawhub@latest install supabase
# Features
• Connect to Supabase
• Database operations
• Vector search
• Storage management8. excel - Excel Processing
# Install
npx clawhub@latest install excel
# Features
• Read, write, and edit Excel files
• Formatting
• Formula calculation
• Data analysis9. data-lineage-tracker - Data Lineage Tracking
# Install
npx clawhub@latest install data-lineage-tracker
# Features
• Track data sources
• Transformation records
• Data quality monitoring14.4.6 Configuration Method
# 1. Configure data analysis
clawhub install data-analyzer
openclaw config set data.engine "pandas"
# 2. Configure visualization
openclaw config set chart.library "matplotlib"
openclaw config set chart.style "professional"
# 3. Configure automatic reporting
openclaw schedule add "weekly-report" \
--time "Mon 09:00" \
--prompt "生成上周销售周报"
# 4. Configure data source
openclaw config set data.source "sales_system"
openclaw config set data.auto-sync true14.4.6 Efficiency Improvement Data
| Task Type | Before Use | After Use | Time Saved | Improvement Ratio |
|---|---|---|---|---|
| Data Cleaning | 120 minutes | 5 minutes | 115 minutes | 95.8% |
| Data Visualization | 90 minutes | 10 minutes | 80 minutes | 88.9% |
| Report Generation | 180 minutes | 15 minutes | 165 minutes | 91.7% |
| Total | 390 minutes | 30 minutes | 360 minutes | 92.3% |
Data Analyst Efficiency Improvement:
Weekly Tasks:
• Data Cleaning: 2 times × 120 minutes = 240 minutes
• Data Visualization: 3 times × 90 minutes = 270 minutes
• Report Generation: 1 time × 180 minutes = 180 minutes
• Total: 690 minutes
After using OpenClaw:
• Data Cleaning: 2 times × 5 minutes = 10 minutes
• Data Visualization: 3 times × 10 minutes = 30 minutes
• Report Generation: 1 time × 15 minutes = 15 minutes
• Total: 55 minutes
Weekly Savings: 635 minutes ≈ 10.6 hours
Monthly Savings: 42.4 hours ≈ 5.3 workdays14.5.3 Advanced Usage: Multi-Round Deep Discussion
Scenario: Strategic Planning for a One-Person Company in the AI Era
You: Organize a deep brainstorming session to discuss:
How should a newly established one-person company in the AI era recruit,
control costs, and maximize efficiency?
Participants:
- Leonardo da Vinci (Renaissance polymath)
- Hayao Miyazaki (Animation master)
- Steve Jobs (Apple founder)
- Socrates (Philosopher)
- Kevin Kelly (Technology thinker)
Discussion Rounds: 3 roundsFull Discussion Process (Due to space limitations, only key points are shown here):
Round 1: Exploring the Essence of the Problem
- Socrates: Discusses the essential definition of a "one-person company"
- Da Vinci: Proposes the concept of "super individual"
- Miyazaki: Emphasizes quality over efficiency
- Jobs: Explains the balance between efficiency and quality
- Kevin Kelly: Analyzes technology evolution trends
Round 2: Specific Strategy Formulation
- Da Vinci: Human resource allocation strategy (1 person + AI + outsourcing)
- Miyazaki: Studio model (small but beautiful)
- Jobs: Super individual model (product + business)
- Socrates: Questions assumptions, flexible adjustments
- Kevin Kelly: Niche strategy
Round 3: Action Plan Development
- Phase 1 (1-3 months): Infrastructure building
- Phase 2 (3-6 months): Scaling
- Phase 3 (6-12 months): Ecosystem construction
Core Conclusions:
1. Essential Understanding:
• One-person company = Super individual
• Not one person doing everything
• But one person directing all resources
2. HR Strategy:
• Core: 1 person (founder)
• AI: 5-10 professional tools
• Outsourcing: On-demand collaboration
3. Cost Control:
• Fixed costs: <$200/month
• Variable costs: Per project
• Total costs: <$1000/month
4. Efficiency Improvement:
• AI automation: 90% repetitive work
• Process optimization: Standardized services
• Tool matrix: OpenClaw + specialized AI
14.5.4 Configuration Method
Basic Configuration:
# 1. Enable multi-Agent feature
openclaw config set multi-agent.enabled true
# 2. Configure Agent roles
openclaw config set multi-agent.roles '{
"marketing": {
"name": "Marketing Expert",
"expertise": "Market positioning, brand communication",
"personality": "Proactive, innovative"
},
"designer": {
"name": "Designer",
"expertise": "Visual design, user experience",
"personality": "Meticulous, perfectionist"
}
}'
# 3. Configure discussion rules
openclaw config set multi-agent.rules '{
"rounds": 3,
"time-per-round": 300,
"max-participants": 10,
"auto-summary": true
}'14.5.5 Usage Tips
Tip 1: Choose the Right Experts
✅ Good Choices:
• Experts from different fields
• Complementary perspectives
• Relevant professional backgrounds
❌ Bad Choices:
• Experts from the same field
• Redundant perspectives
• Irrelevant backgroundsTip 2: Design Good Questions
✅ Good Questions:
• Open-ended: No standard answer
• Specific: Clear scenario
• Challenging: Requires deep thinking
❌ Bad Questions:
• Closed-ended: Only yes/no answers
• Vague: No clear objective
• Simple: No discussion neededTip 3: Control the Discussion Pace
Suggested Rounds:
• Simple problems: 1-2 rounds
• Medium problems: 2-3 rounds
• Complex problems: 3-5 rounds
Time per Round:
• Quick discussion: 5 minutes
• Regular discussion: 10 minutes
• Deep discussion: 15-20 minutes14.5.6 Application Scenarios
Scenario 1: Strategic Planning
- Company development direction
- Market entry strategy
- Product line planning
- Organizational structure design
Scenario 2: Product Design
- New product ideation
- Feature prioritization
- User experience optimization
- Business model design
Scenario 3: Problem Solving
- Complex problem analysis
- Multi-solution comparison
- Risk assessment
- Decision support
Scenario 4: Idea Generation
- Marketing campaign planning
- Brand naming
- Advertising creative
- Content planning
14.5.7 Efficiency Improvement Data
Comparison Before and After Using Multi-Agent Brainstorming:
| Task Type | Traditional Method | Multi-Agent | Time Saved | Improvement Ratio |
|---|---|---|---|---|
| Strategic Planning | 8 hours | 30 minutes | 450 minutes | 93.8% |
| Product Design | 4 hours | 20 minutes | 220 minutes | 91.7% |
| Problem Solving | 6 hours | 25 minutes | 335 minutes | 93.1% |
| Idea Generation | 3 hours | 15 minutes | 165 minutes | 91.7% |
| Technical Decision | 5 hours | 20 minutes | 280 minutes | 93.3% |
| Average | 26 hours | 110 minutes | 1,450 minutes | 92.9% |
Decision Quality Improvement:
Traditional Method:
• Single perspective: Limited by individual thinking
• Easy to miss points: Incomplete consideration
• Highly subjective: Lacks diverse perspectives
Multi-Agent Method:
• Diverse perspectives: 5-10 experts
• Comprehensive analysis: Covers all dimensions
• Objective and rational: Reduces subjective bias
Quality Improvement: +40%Cost-Benefit Analysis:
Traditional Method:
• Organize meeting: 2 hours
• Expert fees: $5,000
• Meeting costs: $500
• Total costs: $5,500
Multi-Agent Method:
• API fees: $5
• Time cost: 30 minutes
• Total costs: $5
ROI: ($5,500 - $5) / $5 = 109,900%14.5.8 Notes
1. Limitations of AI
⚠️ Note:
• AI cannot replace real experts
• Complex decisions require human review
• Critical decisions need multi-party verification
• Legal compliance requires professional consultation2. Discussion Quality Control
✅ Improve Quality:
• Clarify discussion objectives
• Select appropriate experts
• Design good questions
• Guide the discussion direction
• Summarize promptly3. Cost Control
💰 Save Costs:
• Use appropriate models
• Control discussion rounds
• Avoid repetitive discussions
• Reuse discussion results14.5.9 Best Practices
Practice 1: Regular Brainstorming
# Weekly strategy discussion
openclaw schedule add "weekly-strategy" \
--time "Mon 10:00" \
--prompt "Organize a strategy discussion meeting, review last week, plan this week"Practice 2: Discussion Before Major Decisions
Before major decisions, conduct a multi-Agent discussion:
• Gather diverse viewpoints
• Analyze pros and cons
• Evaluate risks and opportunities
• Formulate action plansPractice 3: Archive Discussion Results
# Automatically archive discussion results
openclaw config set brainstorm.archive true
openclaw config set brainstorm.archive-path "~/knowledge/brainstorm"
# Automatically generate mind map
openclaw config set brainstorm.mindmap true
# Automatically sync to knowledge base
openclaw config set brainstorm.sync-to "notion,feishu"14.5.10 Summary
Multi-Agent brainstorming is one of OpenClaw's most innovative features:
Core Value:
✅ Diverse perspectives: Avoid blind spots in thinking
✅ Deep analysis: Systematic thinking
✅ Efficient decision-making: Quickly reach consensus
✅ Complete records: Automatically generate documents
✅ Low cost: Far less than real expertsUsage Suggestions:
1. Choose appropriate expert roles
2. Design open-ended questions
3. Control discussion rounds and time
4. Summarize and archive promptly
5. Combine with human judgmentThrough multi-Agent brainstorming, you can:
- Complete discussions that traditionally take 8 hours in 30 minutes
- Gain diverse perspectives from 5-10 experts
- Generate complete discussion records and action plans
- Significantly improve decision quality and efficiency
📝 Chapter Summary
Through 5 creative application scenarios, we learned about OpenClaw's powerful capabilities in the creative field:
Core Feature Review
13.1 AI Painting Workflow - 90.4% efficiency improvement 13.2 Video Script Generation - 92.6% efficiency improvement 13.3 Multi-language Translation - 99.4% efficiency improvement 13.4 Data Analysis Automation - 92.3% efficiency improvement 13.5 Multi-Agent Brainstorming - 92.9% efficiency improvement
Overall Efficiency Improvement
Average Efficiency Improvement: 93.5% Average ROI: Over 2,000% Applicable Scenarios: Creation, analysis, decision-making, collaboration
Core Value
1. Creative Empowerment
✅ Lowers creative barrier
✅ Improves creative efficiency
✅ Inspires creative ideas
✅ Mass production of content2. Multi-Scenario Applicability
✅ Content creation
✅ Video production
✅ Cross-border collaboration
✅ Data analysis
✅ Strategic decision-making3. Intelligent Processing
✅ AI-optimized prompts
✅ Automatic format retention
✅ Intelligent quality checks
✅ Batch automatic processing4. Significant Cost-Effectiveness
✅ Saves labor costs
✅ Improves output quality
✅ Shortens production cycle
✅ Reduces trial-and-error costsKeys to Success
- Choose the Right Tools: Select appropriate Skills based on needs
- Optimize Processes: Establish standardized workflows
- Continuous Learning: Constantly explore new application scenarios
- Quality Control: AI assistance but not complete reliance
- Diverse Thinking: Utilize multi-Agent for comprehensive perspectives
Start using these creative features and let OpenClaw become your super assistant!
14.5 Multi-Agent Brainstorming
14.5.1 Scenario Description
Core Concept:
- Simulates multiple experts conducting a brainstorming session
- Different perspectives collide to generate ideas
- Systematically records the discussion process
- Generates actionable plans
Applicable Scenarios:
✅ Strategic planning: Company development direction
✅ Product design: New product ideation
✅ Problem solving: Complex problem analysis
✅ Idea generation: Marketing campaign planning
✅ Decision support: Major decision discussionsAdvantages:
✅ Multi-perspective analysis: Avoids blind spots in thinking
✅ 24/7 availability: Initiate discussions anytime
✅ Complete records: Automatically generates meeting minutes
✅ Low cost: No need for human experts
✅ Repeatable execution: Multiple iterations for optimization14.5.2 Basic Usage: Simple Brainstorming
Scenario: Product Naming Discussion
You: Help me organize a brainstorming session to discuss the naming of a new product
Participants:
- Marketing Expert
- Brand Designer
- Product Manager
Discussion Rounds: 2 rounds
OpenClaw: Okay, organizing brainstorming session...
🧠 [Brainstorming] New Product Naming Discussion
📋 Meeting Information:
• Topic: New Product Naming
• Participants: 3 experts
• Discussion Rounds: 2 rounds
• Estimated Time: 5 minutes
👥 Participant Introduction:
1. Marketing Expert - Li Ming
• Expertise: Market positioning, brand communication
• Focus: Market acceptance, communicability
2. Brand Designer - Wang Fang
• Expertise: Visual design, brand image
• Focus: Visual presentation, brand tone
3. Product Manager - Zhang Qiang
• Expertise: Product planning, user experience
• Focus: Product positioning, user perception
⏳ Starting discussion...
---
[Round 1 Discussion] Initial Ideas
Li Ming (Marketing Expert):
From a market perspective, product names need to have the following characteristics:
1. Easy to remember: Preferably 2-3 characters
2. Evocative: Should make people associate with product functions
3. International: Consider English translation
4. Registrable: Trademark availability
My suggested directions:
• Smart+: e.g., "Zhi Lian" (Smart Connect), "Zhi Da" (Smart Reach)
• Cloud+: e.g., "Yun Fan" (Cloud Sail), "Yun Yi" (Cloud Wing)
• AI+: e.g., "AI Assistant", "AI Partner"
Wang Fang (Brand Designer):
From a design perspective, I focus more on:
1. Visual presentation: Aesthetic typography
2. Brand tone: Consistent with a sense of technology
3. Extensibility: Suitable for Logo design
My suggestions:
• "Lingxi": Implies telepathy, seamless communication
• "Xingchen": Implies brilliant future, strong sense of technology
• "Yi": Simple and powerful, easy to design
Zhang Qiang (Product Manager):
From a product perspective, I believe:
1. User perception: Name should be intuitive
2. Product positioning: Reflect core value
3. Differentiation: Distinguish from competitors
My ideas:
• "Zhiban": Smart companion, clear positioning
• "Assistant+": Direct and clear
• "Xiao Zhi": Friendly and approachable
---
[Round 2 Discussion] In-depth Analysis
Li Ming (Marketing Expert):
Considering all suggestions, I think "Lingxi" and "Zhiban" are quite good:
Advantages of "Lingxi":
• Deep cultural heritage
• Easy to spread
• High international appeal (Lingxi)
• Trademark registrable
Advantages of "Zhiban":
• Clear positioning
• Easy to understand
• Aligns with product characteristics
Suggestion: Prioritize "Lingxi"
Wang Fang (Brand Designer):
I agree with the name "Lingxi", from a design perspective:
Logo Design Direction:
• Main body: Two connected dots
• Meaning: Telepathy, seamless connection
• Color scheme: Tech blue + smart purple
• Font: Modern minimalist
Brand Extension:
• Slogan: Lingxi: Smart and Sure to Win
• Mascot: Lingxi Beast (mythical creature)
• Brand Color: #4A90E2
Zhang Qiang (Product Manager):
From a product perspective, "Lingxi" is indeed good:
Product Positioning:
• Core Value: Intelligent communication assistant
• Target Users: Professionals seeking efficiency
• Differentiation: Emphasizes "telepathic" intelligent understanding
Product Line Planning:
• Lingxi Personal Edition
• Lingxi Team Edition
• Lingxi Enterprise Edition
---
✅ Discussion ended!
📊 [Discussion Summary]
🎯 Final Recommendation:
Product Name: Lingxi
✅ Advantage Analysis:
1. Market Perspective:
• Easy to remember, easy to spread
• Deep cultural heritage
• High international appeal
2. Design Perspective:
• Aesthetic typography
• Easy for Logo design
• Strong brand extensibility
3. Product Perspective:
• Clear positioning
• Good user perception
• Clear differentiation
📋 Action Plan:
1. Trademark Registration: Initiate immediately
2. Logo Design: Complete within 2 weeks
3. Brand Manual: Complete within 1 month
4. Market Testing: Complete within 2 months
📁 Meeting Minutes Saved:
• Discussion Record.md (400 lines)
• Decision Recommendations.pdf
• Action Plan.xlsx
Pushed to Lark ✅
💡 Food for Thought
- In your work, which creative tasks are most time-consuming?
- How can you use OpenClaw to optimize your creative workflow?
- How to ensure the quality of AI-generated content?
- How to balance AI assistance and human creativity?
- What decision-making challenges can multi-Agent brainstorming solve for you?
📦 Complete Skill Installation Guide for This Chapter
One-Click Installation of All Creative Skills
# AI Painting Workflow Skills
npx clawhub@latest install fal-ai
npx clawhub@latest install nvidia-image-gen
npx clawhub@latest install pollinations
npx clawhub@latest install venice-ai
npx clawhub@latest install recraft
# Video Script Generation Skills
npx clawhub@latest install video-agent
npx clawhub@latest install sora-video-gen
npx clawhub@latest install veo3-video-gen
npx clawhub@latest install tube-cog
npx clawhub@latest install video-cog
npx clawhub@latest install youtube-title-generator
# Multi-language Translation Skills
npx clawhub@latest install translator
npx clawhub@latest install straker-verify
npx clawhub@latest install japanese-translation-and-tutor
npx clawhub@latest install language-learning
# Data Analysis Automation Skills
npx clawhub@latest install data-analyst
npx clawhub@latest install senior-data-scientist
npx clawhub@latest install senior-data-engineer
npx clawhub@latest install csv-pipeline
npx clawhub@latest install duckdb-en
npx clawhub@latest install google-analytics-api
npx clawhub@latest install supabase
npx clawhub@latest install excel
# Multi-Agent Brainstorming (Built-in feature, no installation required)Installation Suggestions by Scenario
Scenario 1: Content Creator
npx clawhub@latest install fal-ai
npx clawhub@latest install video-agent
npx clawhub@latest install translatorScenario 2: Video Creator/YouTuber
npx clawhub@latest install video-agent
npx clawhub@latest install tube-cog
npx clawhub@latest install youtube-title-generatorScenario 3: Cross-border Team
npx clawhub@latest install translator
npx clawhub@latest install straker-verify
npx clawhub@latest install language-learningScenario 4: Data Analyst
npx clawhub@latest install data-analyst
npx clawhub@latest install csv-pipeline
npx clawhub@latest install excel
npx clawhub@latest install google-analytics-apiScenario 5: Entrepreneur/Manager
npx clawhub@latest install fal-ai
npx clawhub@latest install video-agent
npx clawhub@latest install translator
npx clawhub@latest install data-analystConfiguration Priority
Essential Skills (Priority: ⭐⭐⭐⭐⭐)
- translator - Translation Assistant
- data-analyst - Data Analysis
- fal-ai - AI Painting
Recommended Skills (Priority: ⭐⭐⭐⭐)
- video-agent - Video Generation
- excel - Excel Processing
- csv-pipeline - CSV Processing
Optional Skills (Priority: ⭐⭐⭐)
- Install based on specific needs
Cost Budget Reference
Monthly Cost Estimation:
| Usage Scenario | Skill Combination | API Cost | Total Cost |
|---|---|---|---|
| Light Use | Basic 3 | $5-10 | $5-10 |
| Moderate Use | Recommended 6 | $20-50 | $20-50 |
| Heavy Use | All Installed | $50-100 | $50-100 |
Cost Optimization Suggestions:
✅ Use domestic models (DeepSeek, Kimi)
✅ Batch process tasks
✅ Reuse generated results
✅ Set Token limits
✅ Choose appropriate resolution/qualityFrequently Asked Questions
Q1: What if Skills installation fails?
# Check network connection
ping github.com
# Use domestic mirror
npm config set registry https://registry.npmmirror.com
# Retry installation
npx clawhub@latest install <skill-name>Q2: What if Skills fail to load?
# View Skills list
openclaw skills list
# Check Skills status
openclaw skills check
# Restart OpenClaw
openclaw restartQ3: What if API calls fail?
# Check API configuration
openclaw config get api
# Test API connection
openclaw api test
# View error logs
openclaw logs --tail 50Q4: How to update Skills?
# Update a single Skill
npx clawhub@latest update <skill-name>
# Update all Skills
npx clawhub@latest update --all
# View outdated Skills
npx clawhub@latest list --outdatedBest Practices
1. Incremental Installation
Week 1: Install basic Skills, familiarize with usage
Week 2: Add specialized Skills based on needs
Week 3: Optimize configuration, improve efficiency
Week 4: Establish automated workflows2. Regular Maintenance
# Weekly check for updates
npx clawhub@latest list --outdated
# Periodically check Skills status
openclaw skills check
# Quarterly backup configuration
openclaw backup create3. Performance Optimization
# Only load necessary Skills
openclaw config set skills.lazy-load true
# Set concurrency limit
openclaw config set skills.max-concurrent 3
# Enable caching
openclaw config set skills.cache.enabled trueAdvanced Tips
Tip 1: Create Skill Combinations Tip 1: Manage Skills with Configuration Files
# Create content creation configuration
cat > ~/.openclaw/profiles/content-creation.json <<EOF
{
"skills": ["fal-ai", "video-agent", "translator"],
"description": "Content creation toolset"
}
EOFTip 2: Customize Shortcut Commands
# Create shortcut commands
openclaw alias create "画图" "Use fal-ai to generate images"
openclaw alias create "翻译" "Use translator to translate"
openclaw alias create "分析" "Use data-analyst to analyze data"Tip 3: Batch Operations
# Batch generate images
openclaw batch run "fal-ai" \
--input "prompts.txt" \
--output "images/"
# Batch translate documents
openclaw batch run "translator" \
--input "docs/" \
--output "translated/"Next Chapter Preview: Chapter 15 will cover common problems and solutions, including complete solutions for installation and configuration, API connection, Skill loading, and performance optimization issues.