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🦀 ClawHub

AI Economic Tracker

by @dagangtj

Track AI agents' daily finances, classify survival status, estimate service value, and recommend work or learn tasks based on economic runway.

Versionv1.0.1

Downloads853

#clawhub

View on ClawHub →

TERMINAL

clawhub install ai-economic-tracker

📖 About This Skill

AI Economic Tracker

Track daily costs, income, and net worth for AI agents. Implements economic pressure-driven decision making: "work or learn" based on financial runway.

Inspired by HKUDS/ClawWork research on economic incentives for AI agents.

Features

Balance Tracking: Monitor current balance, total income, and total costs

Survival Status: Automatic status classification (thriving/stable/struggling/critical/bankrupt)

Runway Calculation: Days remaining before funds run out

Service Valuation: Estimate task value using BLS wage data

Work/Learn Decision: Economic pressure-driven task prioritization

Daily Reports: Formatted economic status reports

JSONL Logs: Append-only transaction history

Use Cases

1. Agent Cost Management: Track API costs, compute resources, and operational expenses 2. Revenue Tracking: Log income from completed tasks or services 3. Economic Decision Making: Decide whether to work (earn) or learn (invest) based on financial status 4. Service Pricing: Estimate fair pricing using US Bureau of Labor Statistics wage data 5. Financial Monitoring: Daily/weekly economic health checks

Installation

clawhub install ai-economic-tracker

Usage

Command Line

# View current status
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py status
Daily report
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py report
Initialize balance
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py init 1000.0
Record income
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py income 50.0 "task_completion" "Completed data analysis"
Record cost
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py cost 15.0 "api_usage" "OpenAI API calls"
Estimate service value
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py estimate software_developer 2.5
Get work/learn decision
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py decide

From OpenClaw Agent

# In your agent workflow
exec("python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py report")

Cron Integration

Add to your OpenClaw cron for daily monitoring:

openclaw cron add "0 9 * * *" "python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py report" --label "daily-economic-report"

Configuration

Set environment variables to customize:

# Data directory (default: ~/.openclaw/workspace/data/economics)
export ECONOMIC_TRACKER_DATA_DIR="/custom/path/to/data"
Daily costs (default values shown)
export ECONOMIC_TRACKER_ELECTRICITY_DAILY=0.50
export ECONOMIC_TRACKER_INTERNET_DAILY=1.50
Survival thresholds (default values shown)
export ECONOMIC_TRACKER_THRIVING=5000
export ECONOMIC_TRACKER_STABLE=1500
export ECONOMIC_TRACKER_STRUGGLING=500
export ECONOMIC_TRACKER_CRITICAL=0

Data Storage

All data stored in JSONL format (append-only):

balance.jsonl: Balance snapshots with timestamps

daily_log.jsonl: Cost transactions

income_log.jsonl: Income transactions

Default location: ~/.openclaw/workspace/data/economics/

Status Levels

| Status | Balance Range | Meaning | |--------|--------------|---------| | 🟢 Thriving | > $5,000 | Healthy runway, can invest in learning | | 🔵 Stable | $1,500 - $5,000 | Comfortable, balanced work/learn | | 🟡 Struggling | $500 - $1,500 | Low runway, prioritize income | | 🔴 Critical | $0 - $500 | Emergency mode, work only | | 💀 Bankrupt | < $0 | Out of funds |

BLS Wage Reference

Built-in hourly wage data for service valuation:

Computer Systems Manager: $90.38/hr

Financial Manager: $86.76/hr

Software Developer: $69.50/hr

Financial Analyst: $47.16/hr

Market Research: $38.71/hr

Data Analyst: $52.00/hr

General Operations: $64.00/hr

Customer Service: $22.00/hr

Work/Learn Decision Logic

The tracker implements economic pressure-driven decision making:

Critical/Struggling (< $1,500): Must work to earn money

Stable ($1,500 - $5,000): 70% work, 30% learn

Thriving (> $5,000): 50% work, 50% learn

Use decide command to get recommendation based on current balance.

Example Output

📊 经济日报 | 2026-02-26
========================================
💰 余额: $1,234.56
📈 总收入: $2,500.00
📉 总支出: $1,265.44
💵 净利润: $1,234.56
🔥 日消耗: $2.00
⏳ 跑道: 617 天
🔵 状态: STABLE
========================================

Dependencies

Zero external dependencies. Uses only Python standard library:

json

os

datetime

pathlib

Security

No API keys required

All data stored locally

No network requests

Configurable via environment variables (no hardcoded paths)

Inspiration

Based on research from HKUDS/ClawWork on economic incentives for AI agents. Adapted for OpenClaw agent systems.

License

MIT

Author

OpenClaw Community

Version

1.0.0

⚡ When to Use

Trigger	Action
2. Revenue Tracking: Log income from completed tasks or services
3. Economic Decision Making: Decide whether to work (earn) or learn (invest) based on financial status
4. Service Pricing: Estimate fair pricing using US Bureau of Labor Statistics wage data
5. Financial Monitoring: Daily/weekly economic health checks

💡 Examples

Command Line

# View current status
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py status
Daily report
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py report
Initialize balance
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py init 1000.0
Record income
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py income 50.0 "task_completion" "Completed data analysis"
Record cost
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py cost 15.0 "api_usage" "OpenAI API calls"
Estimate service value
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py estimate software_developer 2.5
Get work/learn decision
python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py decide

From OpenClaw Agent

# In your agent workflow
exec("python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py report")

Cron Integration

Add to your OpenClaw cron for daily monitoring:

openclaw cron add "0 9 * * *" "python3 ~/.openclaw/workspace/skills/ai-economic-tracker/tracker.py report" --label "daily-economic-report"

⚙️ Configuration

Set environment variables to customize:

# Data directory (default: ~/.openclaw/workspace/data/economics)
export ECONOMIC_TRACKER_DATA_DIR="/custom/path/to/data"
Daily costs (default values shown)
export ECONOMIC_TRACKER_ELECTRICITY_DAILY=0.50
export ECONOMIC_TRACKER_INTERNET_DAILY=1.50
Survival thresholds (default values shown)
export ECONOMIC_TRACKER_THRIVING=5000
export ECONOMIC_TRACKER_STABLE=1500
export ECONOMIC_TRACKER_STRUGGLING=500
export ECONOMIC_TRACKER_CRITICAL=0

Trigger	Action
2. Revenue Tracking: Log income from completed tasks or services
3. Economic Decision Making: Decide whether to work (earn) or learn (invest) based on financial status
4. Service Pricing: Estimate fair pricing using US Bureau of Labor Statistics wage data
5. Financial Monitoring: Daily/weekly economic health checks