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Choosing an embedding model v1.0.0

Use this resource to choose the embedding model that fits your project

New

  • 396 downloads
  • 164 likes
  • 232 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install embedding-model-selection-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 compares provider embedding models (OpenAI, Voyage, Cohere) and self-hosted ones (BGE, E5, Nomic, mixedbread) on quality, dimensions, cost, latency and multilingual support. It also explains query versus document modes.

Mostly picked by

Updated November 2, 2026

Card for the “Choosing an embedding model” skill

Details

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

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What you get

  • SKILL.md: decision tree and model catalogue
  • SKILL.md: input parameters, dimensions and code models

Good fit for

  • You must pick an embedder for a search engine
  • You need a self-hosted model for data residency reasons

Not for

    Tags

    • embeddings
    • models
    • search
    • llm

    About

    You say

    “Which embedding model should I use for a French help centre, on a tight budget with data hosted in Europe?”

    Card for the “Choosing an embedding model” skill

    Skill published by claude-dev-suite 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 choose the embedding model that fits your project
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md8.6 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/embeddings/embedding-models
    Licence
    MIT

    Notice

    « embedding-models » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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