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LLM token cost estimate accuracy audit v1.0.0

Use this resource to check that API cost estimates stay close to actual usage

New

  • 490 downloads
  • 161 likes
  • 238 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install llm-token-cost-estimate-audit

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent compares your token estimates with real API usage, measures the gap and spots drift. You get a variance report and fixes to apply to your estimator.

Mostly picked by

Updated November 2, 2026

Card for the “LLM token cost estimate accuracy audit” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: audit process, decision tree and variance formula
  • references/: calibration data and input and output token estimation rules

Good fit for

  • Your cost estimator drifts from the real bill
  • You want to validate an estimator before deployment

Not for

    Tags

    • cost
    • tokens
    • api
    • audit

    About

    You say

    “Compare my extraction pipeline's cost estimates with actual API usage this month.”

    Card for the “LLM token cost estimate accuracy audit” skill

    Skill published by curiositech under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to check that API cost estimates stay close to actual usage
    3. Review and adjust the result

    Content preview

    Files

    • .claude-plugin/plugin.json0.3 KB
    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/calibration-data.md2.7 KB
    • SKILL.md5.7 KB

    Origin and licence

    Listed unmodified

    Author
    curiositech
    Source
    github.com/curiositech/some_claude_skills/tree/f49825290077e5fb46bb3e867dfa8a5b0161152b/.claude/skills/cost-verification-auditor
    Licence
    MIT

    Notice

    « cost-verification-auditor » (curiositech, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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