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Improving a prompt for reliable results v1.0.0

Use this resource to improve a prompt to get reliable and shorter answers

New

  • 597 downloads
  • 170 likes
  • 202 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install prompt-improvement-method

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 diagnoses the weak prompt, applies the RSCIT framework, then the matching patterns: step-by-step reasoning, examples, structured JSON output, hallucination reduction and compression. You get a rewritten prompt and the reason for each change.

Mostly picked by

Updated November 2, 2026

Card for the “Improving a prompt for reliable results” skill

Details

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

Similar resources

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What you get

  • SKILL.md: diagnosis, RSCIT framework and prompt patterns
  • SKILL.md: compression techniques and rewrite examples

Good fit for

  • Your prompt gives inconsistent answers from one run to the next
  • You want reliable JSON output from a model

Not for

    Tags

    • prompt
    • llm
    • json
    • hallucinations

    About

    You say

    “Improve this prompt that must extract dates and amounts from invoices as JSON.”

    Card for the “Improving a prompt for reliable results” skill

    Skill published by sickn33 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 improve a prompt to get reliable and shorter answers
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md6.6 KB

    Origin and licence

    Listed unmodified

    Author
    sickn33
    Source
    github.com/sickn33/agentic-awesome-skills/tree/e9809578fd426a284af017c5db99f8eb6628e6ca/skills/llm-prompt-optimizer
    Licence
    MIT

    Notice

    « llm-prompt-optimizer » (sickn33, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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