OpenClaw Token Usage

Use the bundled script to aggregate token usage recorded in local OpenClaw transcript files under ~/.openclaw/agents/*/sessions/.

Quick start

Run:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8'

Default output includes:

• total usage
• daily × agent breakdown
• agent totals
• model totals

Optional additions:

• --top-sessions 10 for Top N session ranking
• --csv-dir ~/.openclaw/workspace/output/token-usage-csv for CSV exports
• --format json for structured output including session totals
• --format markdown for a ready-to-share report

Workflow

1. Confirm the time range.
   • Accept natural ranges from the user, but convert them to explicit timestamps before running the script.
   • Default timezone should match the user's expectation; use UTC+8 unless they ask otherwise.
2. Decide the scope.
   • All agents by default.
   • Narrow with --agents when the user asks for specific agents.
   • Narrow with --providers or --models when the user wants only some models.
3. Decide the output shape.
   • Human summary by default.
   • JSON when another tool/script will consume the result.
   • CSV when the user wants spreadsheet/report-friendly output.
   • Markdown when the user wants a report for docs, messages, or status updates.
   • --top-sessions when the user wants ranking or hotspot analysis.
4. Run the script.
5. Report the result in plain language.
   • Call out timezone assumptions.
   • Mention that counts are transcript-based and deduplicated across .reset / .deleted transcript copies.
   • Clarify that local transcript usage does not cover IDE-side GitHub Copilot usage outside OpenClaw.

Recommended commands

All agents, human-readable summary:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8'

Only GitHub Copilot provider:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8' \
  --providers github-copilot

Specific agents:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8' \
  --agents main,xiaocheng,xiaowen

Top sessions ranking:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8' \
  --top-sessions 10

JSON export:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8' \
  --format json \
  --output ~/.openclaw/workspace/output/token-usage.json

CSV exports:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8' \
  --csv-dir ~/.openclaw/workspace/output/token-usage-csv

Markdown report:

python3 ~/.openclaw/workspace/skills/openclaw-token-usage/scripts/report_openclaw_token_usage.py \
  --from '2026-03-14' \
  --to '2026-03-16' \
  --tz 'UTC+8' \
  --format markdown \
  --output ~/.openclaw/workspace/output/token-usage-report.md

Output notes

The script reports these metrics when present in transcripts:

• input
• output
• cacheRead
• cacheWrite
• totalTokens
• messages

Session notes:

• Session totals are inferred from transcript files and sessions.json indexes when available.
• If a transcript file cannot be mapped back to a session key, the script falls back to file:<filename>.

Markdown report notes:

• Includes scope, summary, by-day table, by-agent table, by-model table, Top sessions, and auto-generated findings.
• Suitable for sharing in docs or pasting into chat after light editing.

Important:

• Some transcript entries may show a model/provider but still have zero token usage recorded.
• This skill measures usage visible in local OpenClaw transcripts. It does not cover IDE-side GitHub Copilot usage outside OpenClaw.
• If the user asks specifically for GitHub Copilot usage inside OpenClaw, prefer --providers github-copilot.