A sophisticated financial management skill that enables AI agents to track costs, income, and survival runways to make autonomous economic decisions.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ai-economic-tracker
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 ai-economic-tracker 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 AI Economic Tracker?
The AI Economic Tracker is a specialized tool designed to bring financial accountability and economic reasoning to autonomous systems. Inspired by HKUDS/ClawWork research, this skill implements a framework where agents monitor their balance, expenses, and income to determine their operational survival status. By integrating this into Openclaw Skills, developers can create agents that autonomously decide whether to prioritize earning (working) or investing in growth (learning) based on their current financial runway.
This skill provides a robust foundation for building self-sustaining agentic systems that understand the value of their services and the real-world cost of their compute resources. It transforms agent behavior from simple task execution to economically aware resource management, ensuring long-term operational viability.
AI Economic Tracker Use Cases
- Tracking API costs, compute resources, and operational expenses for autonomous agents.
- Logging revenue and income generated from completed tasks or digital services.
- Automating the decision-making process for task prioritization based on financial health thresholds.
- Estimating service pricing and task value using real-world US Bureau of Labor Statistics (BLS) wage data.
- Generating daily or weekly economic health reports for long-running agentic workflows.
How AI Economic Tracker Works
- The skill initializes a local financial ledger in JSONL format to track all transactions and balance snapshots.
- Users or agents log income from completed tasks and operational costs like API usage, electricity, or internet maintenance.
- The tracker calculates the current survival status, ranging from Thriving to Bankrupt, based on predefined or custom financial thresholds.
- Using the built-in BLS wage reference, the skill provides an estimate of the fair value of services rendered by the agent.
- The decision engine evaluates the current financial runway and recommends a work or learn strategy to maintain economic equilibrium.
AI Economic Tracker Setup
Install the skill using the following command:
clawhub install ai-economic-tracker
Initialize your agent's starting balance to begin tracking:
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py init 1000.0
You can customize the data directory and daily overhead costs by exporting environment variables such as ECONOMIC_TRACKER_DATA_DIR or ECONOMIC_TRACKER_ELECTRICITY_DAILY in your environment. These Openclaw Skills are designed for zero-dependency local operation.
AI Economic Tracker Data Schema & Taxonomy
All data is stored in an append-only JSONL format to ensure high performance and historical auditability. Files are located in ~/.openclaw/workspace/data/economics/.
| File Name | Description | Key Metadata |
|---|---|---|
| balance.jsonl | Historical balance snapshots | timestamp, current_balance |
| daily_log.jsonl | Transactional cost records | date, amount, category, description |
| income_log.jsonl | Revenue and income records | date, amount, category, description |
AI Economic Tracker Advanced Features
- Economic pressure-driven decision logic that automatically adjusts agent behavior based on financial status.
- Integrated US Bureau of Labor Statistics (BLS) wage data for accurate software and data service valuation.
- Automatic runway calculation predicting the exact number of days remaining before funds are exhausted.
- Seamless cron integration for scheduled daily economic reporting via the Openclaw Skills framework.
- Fully configurable survival thresholds to adapt agent behavior to different economic environments.
SKILL.md
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