Quick Start¶
1. Start the proxy¶
# With defaults (listens on :8787, SQLite storage)
agentledger serve
# Or with a config file
agentledger serve -c agentledger.yaml
2. Point your agents at it¶
For other providers, use path-prefix routing:
# Groq
curl http://localhost:8787/groq/v1/chat/completions
# Mistral
curl http://localhost:8787/mistral/v1/chat/completions
# DeepSeek
curl http://localhost:8787/deepseek/v1/chat/completions
# Gemini
curl http://localhost:8787/gemini/v1beta/models/gemini-2.5-pro:generateContent
# Cohere
curl http://localhost:8787/cohere/v2/chat
3. Check your costs¶
# Last 24 hours, grouped by model
agentledger costs
# Last 7 days, grouped by API key
agentledger costs --last 7d --by key
PROVIDER MODEL REQUESTS INPUT TOKENS OUTPUT TOKENS COST (USD)
-------- ----- -------- ------------ ------------- ----------
openai gpt-4.1-mini 142 28400 14200 $0.0341
openai gpt-4.1 38 19000 9500 $0.1140
anthropic claude-sonnet-4 12 6000 3000 $0.0630
-------- ----- -------- ------------ ------------- ----------
TOTAL 192 53400 26700 $0.2111
4. Set budgets (optional)¶
# agentledger.yaml
budgets:
default:
daily_limit_usd: 50.0
monthly_limit_usd: 500.0
soft_limit_pct: 0.8
action: "block"
rules:
- api_key_pattern: "sk-proj-dev-*"
daily_limit_usd: 5.0
action: "block"
When a limit is hit, the agent receives a 429 with a clear JSON error — no surprise charges.
5. Add agent tracking (optional)¶
Add headers to get per-agent cost attribution:
client = openai.OpenAI(
base_url="http://localhost:8787/v1",
default_headers={
"X-Agent-Id": "code-reviewer",
"X-Agent-Session": f"sess_{run_id}",
"X-Agent-User": "alice@company.com",
"X-Agent-Task": "Review PR #456",
}
)
Headers are stripped before forwarding to the provider. Without them, costs are tracked at the API-key level.
6. View the dashboard¶
Open http://localhost:8787/ for real-time cost breakdowns, session views, and spending trends.
Next steps¶
- Configuration reference — full YAML config
- Providers — all 15 supported providers
- Budget enforcement — per-key limits, pre-flight estimation
- Agent tracking — sessions, loop detection, ghost detection