Transform your AI assistant into an economically-driven coworker that tracks task profitability and professional performance.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install clawwork
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install clawwork using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is ClawWork?
ClawWork is a specialized integration for Openclaw Skills that shifts the paradigm of AI interaction from simple chat to professional task execution. By treating the AI as an economic agent, it measures token costs against professional salary standards across 44 different sectors. This skill allows users to execute complex professional workflows while maintaining a clear view of the economic viability and quality of the output.
Built on top of extensive datasets and research, this tool enables the agent to complete over 220 types of professional tasks. It uses advanced models like GLM-4.7 and Kimi K2.5 to simulate real-world work scenarios, ensuring that every operation is evaluated for its market value and technical accuracy within the Openclaw Skills ecosystem.
ClawWork Use Cases
- Automating complex professional tasks such as market analysis and marketing plans.
- Measuring the cost-to-value ratio of AI agent performance across different LLMs.
- Simulating long-term AI worker behavior through historical log analysis and economic tracking.
- Developing a professional-grade AI coworker environment using Openclaw Skills for business-critical operations.
How ClawWork Works
- The user initiates a professional task through the Openclaw Skills interface.
- The system classifies the task into one of 44 sectors and assigns a market value based on BLS salary data.
- The AI executes the task using specified models and tools, including code execution via E2B.
- A secondary evaluator scores the output quality to determine the final payment.
- The system calculates the net profit by subtracting token costs from the quality-adjusted payment and logs the economic metrics.
ClawWork Setup
To get started with this integration for Openclaw Skills, follow these steps:
- Configure your API keys in
~/.openclaw/workspace/ClawWork/.env:
# Required for code execution
E2B_API_KEY=your_e2b_key
# OpenRouter API Key
OPENAI_API_KEY=your_key
OPENAI_API_BASE=https://openrouter.ai/api/v1
- (Optional) Launch the visual dashboard to monitor your AI coworker:
cd ~/.openclaw/workspace/ClawWork
./start_dashboard.sh
- Verify the installation and check status:
skill clawwork status
ClawWork Data Schema & Taxonomy
The skill maintains a structured organization of professional data and execution logs:
| Component | File Path |
|---|---|
| Workspace | ~/.openclaw/workspace/ClawWork/ |
| Logic & Scripts | ~/.openclaw/workspace/skills/clawwork/ |
| Environment Config | ~/.openclaw/workspace/ClawWork/.env |
| Historical Logs | ~/.openclaw/workspace/ClawWork/livebench/data/ |
It captures metadata including sector classification, model-specific performance logs (GLM, Kimi, Qwen), and cumulative economic balances.
ClawWork Advanced Features
- Multi-model comparison to identify the most cost-effective LLM for specific professional sectors.
- E2B sandbox integration for secure and isolated code execution during complex tasks.
- Quality-based reward systems that simulate real-world professional incentives within Openclaw Skills.
- Access to a visual dashboard for monitoring real-time AI economics and task completion stats.
SKILL.md
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