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LLM Cost Tracker
Track, analyze, and optimize LLM API spending across providers (OpenAI, Anthropic, Google, DeepSeek, etc.). Use when the user asks about API costs, token usa...
v1.0.0
Description
name: api-cost-tracker description: Track, analyze, and optimize LLM API spending across providers (OpenAI, Anthropic, Google, DeepSeek, etc.). Use when the user asks about API costs, token usage, billing, budget alerts, cost optimization, or wants to monitor how much their OpenClaw agent is spending. Supports daily/weekly/monthly breakdowns, per-model cost analysis, budget threshold alerts, and cost reduction recommendations.
API Cost Tracker
Monitor and optimize your LLM API spending directly from your agent.
Quick Start
Run cost analysis:
python3 scripts/cost_tracker.py --summary
Commands
Check Current Spend
python3 scripts/cost_tracker.py --provider openai --period today
python3 scripts/cost_tracker.py --provider anthropic --period week
python3 scripts/cost_tracker.py --all --period month
Set Budget Alert
python3 scripts/cost_tracker.py --set-budget 100 --period month --alert telegram
Cost Breakdown by Model
python3 scripts/cost_tracker.py --breakdown model --period week
Optimization Recommendations
python3 scripts/cost_tracker.py --optimize
This analyzes usage patterns and recommends:
- Model downgrades for simple tasks (e.g., use Haiku instead of Opus for classification)
- Caching opportunities (repeated similar prompts)
- Batch processing windows (off-peak pricing where available)
- Context window optimization (trim unnecessary context)
Supported Providers
| Provider | Method | Setup |
|---|---|---|
| OpenAI | Usage API | OPENAI_API_KEY env var |
| Anthropic | Usage API | ANTHROPIC_API_KEY env var |
| Google AI | Billing API | GOOGLE_API_KEY env var |
| DeepSeek | Usage API | DEEPSEEK_API_KEY env var |
Budget Alerts
Configure in ~/.openclaw/cost-tracker.json:
{
"budgets": {
"daily": 10,
"weekly": 50,
"monthly": 200
},
"alertChannels": ["telegram", "discord"],
"alertThresholds": [50, 75, 90, 100]
}
Alerts fire at each threshold percentage. At 100%, optionally pause non-critical agent tasks.
Output Format
Reports generate as markdown tables suitable for any messaging surface:
Provider | Model | Tokens | Cost
------------|--------------------|-----------|---------
Anthropic | claude-opus-4-6 | 2.1M | $63.00
Anthropic | claude-sonnet-4-6 | 5.4M | $16.20
OpenAI | gpt-4o | 1.8M | $9.00
| TOTAL | | $88.20
Advanced: Cost Optimization Patterns
See references/optimization-guide.md for detailed strategies on reducing API spend by 30-60% without sacrificing quality.
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