Token Cost Guard

Monitor agent token usage and model cost from the active ecosystem's own records, compare the current run with the previous snapshot, and send an alert repor...

Use this skill to compute agent token costs from the current runtime's own usage records and warn in Chinese reports when spend has increased too much since the previous run.

Quick Start

Run a one-shot check for today:

bash

python3 skills/token-cost-guard/scripts/token_cost_guard.py --threshold-cny 20

Force a source when needed:

bash

python3 skills/token-cost-guard/scripts/token_cost_guard.py --source hermes --threshold-cny 20
python3 skills/token-cost-guard/scripts/token_cost_guard.py --source openclaw --threshold-cny 20

When installed by Hermes and running from the skill directory:

bash

python3 scripts/token_cost_guard.py --threshold-cny 20

Initialize a baseline without alerting:

bash

python3 skills/token-cost-guard/scripts/token_cost_guard.py --init-only

Run every 60 seconds:

bash

python3 skills/token-cost-guard/scripts/token_cost_guard.py --watch-interval 60 --threshold-cny 20

Check the previous hour and stay silent unless the hour exceeds 10 CNY:

bash

python3 skills/token-cost-guard/scripts/token_cost_guard.py \
  --period previous-hour \
  --alert-mode total \
  --threshold-cny 10 \
  --quiet-ok \
  --alert-exit-zero

Send an alert through OpenClaw when the threshold is exceeded:

bash

python3 skills/token-cost-guard/scripts/token_cost_guard.py \
  --threshold-cny 20 \
  --send-openclaw \
  --channel feishu \
  --target <recipient-or-chat-id>

OpenClaw hourly command alert example:

bash

python3 ~/.openclaw/skills/token-cost-guard/scripts/token_cost_guard.py \
  --source openclaw \
  --period previous-hour \
  --alert-mode total \
  --threshold-cny 10 \
  --quiet-ok \
  --alert-exit-zero \
  --send-openclaw \
  --channel feishu \
  --target <feishu-open-id-or-chat-id>

Hermes hourly script alert example:

bash

~/.hermes/scripts/hermes_hourly_alert.sh

Behavior

• --source auto selects Hermes when running under Hermes (HERMES_* environment or ~/.hermes/skills path), otherwise OpenClaw.
• OpenClaw source reads ~/.openclaw/agents/*/sessions/*.jsonl and prefers native cost fields such as usage.cost.total, usage.costCny, or usage.costUsd before estimating from token prices.
• Hermes source reads ~/.hermes/logs/agent.log* API-call usage lines and uses Hermes state.db session costs (actual_cost_usd or estimated_cost_usd) when present, allocated across log calls by token share. It falls back to state.db session aggregates when logs have no matching records.
• Defaults to today's Asia/Shanghai date.
• Supports --period day, --period current-hour, and --period previous-hour; use previous-hour for hourly cron alerts.
• Computes cost by model and by runtime group (Agents for OpenClaw, Hermes Sources such as cron, weixin, or cli for Hermes).
• Compares current total cost with the previous snapshot in the selected runtime's token-cost-guard/state.json.
• Alerts when either condition is true:
  • absolute cost delta is greater than --threshold-cny
  • percentage delta is greater than --threshold-percent
• With --alert-mode total, alerts when the current time window's known cost is greater than --threshold-cny; this is the recommended mode for "last hour exceeded budget" cron jobs.
• With --quiet-ok, prints nothing when the run is OK; this is useful for Hermes cron --no-agent --script delivery.
• With --alert-exit-zero, returns exit code 0 even when an alert fires; use it for cron jobs so a successful alert is not marked as a failed run.
• Writes Chinese Markdown reports to the selected runtime's token-cost-guard/reports/.

Hermes Compatibility

The bundled script is stdlib-only and can run under Codex, OpenClaw, Hermes, cron, or a plain shell.

Environment variables:

• OPENCLAW_STATE_DIR or OPENCLAW_HOME: override the OpenClaw state directory.
• HERMES_HOME: override the Hermes home directory; defaults to ~/.hermes.
• OPENCLAW_TOKEN_COST_GUARD_STATE_DIR: override state/report storage.
• HERMES_STATE_DIR or HERMES_DATA_DIR: when present and source is Hermes, default state/report storage goes under <that-dir>/token-cost-guard.
• OPENCLAW_TOKEN_COST_THRESHOLD_CNY: default absolute alert threshold.
• OPENCLAW_TOKEN_COST_THRESHOLD_PERCENT: default percent alert threshold.
• TOKEN_COST_GUARD_USD_CNY or TOKEN_REPORT_USD_CNY: USD/CNY conversion for Hermes state.db costs and any OpenClaw native USD cost fields.

Hermes tap metadata lives in skill.json; ClawHub/OpenClaw marketplace metadata lives in clawhub.json.

Pricing

Cost source priority is: runtime-native billing fields first, then the price table after applying any --pricing-file overrides.

The script embeds current DeepSeek official CNY prices per 1M tokens:

• deepseek-v4-pro: cache hit 0.025, cache miss 3, output 6
• deepseek-v4-flash: cache hit 0.02, cache miss 1, output 2
• deepseek-chat and deepseek-reasoner are treated as v4-flash compatibility aliases.

Known local CNY estimates are included for Kimi models. Unknown models are listed as unpriced unless OpenClaw or Hermes recorded a usable native cost.

Use --pricing-file <json> to override or add prices. JSON shape:

json

{
  "provider/model-or-model-id": {
    "cache_hit_cny_per_million": 0.02,
    "cache_miss_cny_per_million": 1.0,
    "output_cny_per_million": 2.0
  }
}

Output Contract

When reporting results, include:

• current total known cost
• previous total and delta when available
• alert status and threshold
• top models by cost
• top agents by cost
• unpriced models, if any