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DSPy: declarative LLM programming and prompt optimization v1.0.0

Use this resource to build declarative LLM programs and optimize their prompts automatically with DSPy

New

  • 302 downloads
  • 210 likes
  • 136 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install dspy-declarative-llm-programs

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 defines input-output signatures and DSPy modules, configures the language model, then optimizes prompts and examples on a dataset. You get a modular pipeline that is easier to maintain than a hand-written prompt.

Mostly picked by

Updated November 2, 2026

Card for the “DSPy: declarative LLM programming and prompt optimization” skill

Details

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

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What you get

  • SKILL.md: installation, signatures and a first module
  • references/modules.md: available modules
  • references/optimizers.md: prompt optimizers

Good fit for

  • Your prompts are hard to maintain and improve
  • You want a RAG pipeline or agent whose quality can be measured

Not for

    Tags

    • dspy
    • prompts
    • llm

    About

    You say

    “Build a DSPy pipeline that sorts my support tickets and optimizes the prompt on 200 examples.”

    Card for the “DSPy: declarative LLM programming and prompt optimization” skill

    Skill published by davila7 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 build declarative LLM programs and optimize their prompts automatically with DSPy
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/examples.md19.2 KB
    • references/modules.md12.5 KB
    • references/optimizers.md15.1 KB
    • SKILL.md15.5 KB

    Origin and licence

    Listed unmodified

    Author
    davila7
    Source
    github.com/davila7/claude-code-templates/tree/f57964ebda91cdfb31755661ecea9395f30020f1/cli-tool/components/skills/ai-research/prompt-engineering-dspy
    Licence
    MIT

    Notice

    « prompt-engineering-dspy » (davila7, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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