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Iterative refinement through evaluation v1.0.0

Use this resource to bring a draft of code, documentation or design to production quality

New

  • 404 downloads
  • 101 likes
  • 182 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install iterative-quality-refinement

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 evaluates the current version against explicit criteria, applies fixes, then repeats until the target level is reached. Each iteration gives you the issues found and the improvements applied.

Mostly picked by

Updated November 2, 2026

Card for the “Iterative refinement through evaluation” skill

Details

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

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What you get

  • SKILL.md: evaluation loop and per-iteration report template
  • references/evaluation-criteria.md: evaluation criteria

Good fit for

  • A documentation draft must be published at a high quality bar
  • An architecture proposal needs refining before sign-off

Not for

    Tags

    • refinement
    • evaluation
    • quality
    • iteration

    About

    You say

    “Refine this RFC draft until it is clear and complete.”

    Card for the “Iterative refinement through evaluation” skill

    Skill published by nickcrew 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 bring a draft of code, documentation or design to production quality
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/evaluation-criteria.md11 KB
    • SKILL.md3.2 KB

    Origin and licence

    Listed unmodified

    Author
    nickcrew
    Source
    github.com/nickcrew/claude-cortex/tree/bb47af79ad3befe01ae01940fcf5f16e30a1b6df/skills/evaluator-optimizer
    Licence
    MIT

    Notice

    « evaluator-optimizer » (nickcrew, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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