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Auditing an LLM evaluation pipeline v1.0.0

Use this resource to audit a language model evaluation pipeline and rank its problems

New

  • 435 downloads
  • 235 likes
  • 223 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install llm-eval-pipeline-audit-2

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 gathers traces, judge configurations and labeled data, then reviews six diagnostic areas, from error analysis to data handling. You get a findings report ranked by impact, with a fix for each.

Mostly picked by

Updated November 2, 2026

Card for the “Auditing an LLM evaluation pipeline” skill

Details

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

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What you get

  • SKILL.md: six diagnostic check areas
  • SKILL.md: procedure to collect evaluation artifacts
  • SKILL.md: steps when no evaluation infrastructure exists

Good fit for

  • You inherit an eval system you don't trust yet
  • You want to know whether your LLM judges are validated before relying on them

Not for

    Tags

    • evals
    • llm
    • audit
    • judges

    About

    You say

    “Audit our eval pipeline: the metrics look good but I doubt the judges.”

    Card for the “Auditing an LLM evaluation pipeline” skill

    Skill published by hamelsmu 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 audit a language model evaluation pipeline and rank its problems
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md9.9 KB

    Origin and licence

    Listed unmodified

    Author
    hamelsmu
    Source
    github.com/hamelsmu/evals-skills/tree/22418da2bfb159f28a1b0dcf64e969e14ae56c99/skills/eval-audit
    Licence
    MIT

    Notice

    « eval-audit » (hamelsmu, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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