cost-report

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Weekly LLM cost breakdown by provider / gateway / skill, posted to private DM

OnlyTerp By OnlyTerp schedule Updated 5/25/2026

name: cost-report description: Weekly LLM cost breakdown by provider / gateway / skill, posted to private DM when_to_use:

  • Scheduled weekly
  • User asks "how much am I spending?"
  • After a noticeable cost spike toolsets:
  • terminal
  • file parameters: window: type: string default: "7d" format: type: string enum: [markdown, json, csv] default: markdown

cost-report — LLM Cost Breakdown

Generate a human-readable (or machine-readable) cost report from Hermes' usage logs.

Procedure

  1. Export logs. Run:

    hermes logs export --since ${WINDOW} --format jsonl --output /tmp/hermes-logs.jsonl
    
  2. Parse and aggregate. Using DuckDB (preferred) or jq + awk:

    duckdb -c "
      CREATE TABLE logs AS SELECT * FROM read_json_auto('/tmp/hermes-logs.jsonl');
      
      -- By provider
      SELECT provider,
             SUM(cost_usd) AS cost,
             SUM(tokens_in) AS tok_in,
             SUM(tokens_out) AS tok_out,
             COUNT(*) AS calls
      FROM logs
      GROUP BY 1
      ORDER BY 2 DESC;
    "
    
  3. Produce four tables:

    A. By provider

    Provider     Cost($)  Tokens-in   Tokens-out   Calls
    anthropic    18.44    2.1M        380K         412
    openai       6.20     1.2M        220K         187
    cerebras     0.45     890K        140K         523
    

    B. By gateway

    Gateway     Cost($)  % of total
    telegram    14.22    56%
    cli         8.10     32%
    discord     2.77     11%
    cron        0.50     2%
    

    C. By active skill

    Skill                 Cost($)  Calls  Avg-cost
    claude-code           9.40     22     $0.43
    lightrag-query        4.11     189    $0.02
    pr-review             3.20     8      $0.40
    weekly-dep-audit      1.25     1      $1.25
    

    D. Daily trend (simple ASCII sparkline)

    Mon ▂
    Tue ▃
    Wed ▅█  ← weekly-dep-audit ran
    Thu ▃
    Fri ▄
    Sat ▂
    Sun ▁
    Total: $25.53
    
  4. Flag anomalies. Use a 3x median-absolute-deviation rule on daily spend. Note any days or skills that exceed the threshold:

    ⚠ Wed spent $9.80, 4.5x typical. Driven by weekly-dep-audit.

  5. Recommend savings. Pattern-match the data:

    • Any single skill > 30% of weekly cost → suggest a cheaper model for that skill
    • Input tokens > 10x output tokens on any provider → suggest prompt caching
    • Repeated Claude skills/SOUL prefixes without cache hits → enable v0.14 1-hour prefix caching
    • Gemini calls without google/gemini-3.1-flash on classification-ish intents → suggest routing
    • Grok 4.3 / GPT-5.5 / Opus calls in cron or triage lanes → require explicit opt-in routing
  6. Deliver. Post to private notification channel. Attach the raw JSON if format is json.

Cron wiring

- name: weekly-cost-report
  schedule: "0 9 * * 1"
  task: /cost-report window=7d format=markdown
  notify: telegram_private

See also

Install via CLI
npx skills add https://github.com/OnlyTerp/hermes-optimization-guide --skill cost-report
Repository Details
star Stars 450
call_split Forks 37
navigation Branch main
article Path SKILL.md
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