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Generating sentence embeddings with Sentence Transformers v1.0.0

Use this resource to generate text or image embeddings for similarity and search

New

  • 587 downloads
  • 134 likes
  • 119 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install sentence-embeddings-semantic-search

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 helps you install Sentence Transformers, load one of the many available models, generate embeddings and compute cosine similarities. You get code for semantic search, clustering and RAG, running locally.

Mostly picked by

Updated November 2, 2026

Card for the “Generating sentence embeddings with Sentence Transformers” skill

Details

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

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What you get

  • SKILL.md: installation, model loading, embeddings and similarity
  • references/models.md: recommended models by language and dimension

Good fit for

  • You want local embeddings without paying for an API
  • You build multilingual semantic search

Not for

    Tags

    • embeddings
    • similarity
    • semantic search
    • multilingual

    About

    You say

    “Generate multilingual embeddings for my product sheets and rank them by similarity to a query.”

    Card for the “Generating sentence embeddings with Sentence Transformers” skill

    Skill published by Orchestra Research 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 generate text or image embeddings for similarity and search
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/models.md3 KB
    • SKILL.md6.4 KB

    Origin and licence

    Listed unmodified

    Author
    Orchestra Research
    Source
    github.com/orchestra-research/ai-research-skills/tree/773a52944ba4747a18bd4ae9ade53fff041adcbc/15-rag/sentence-transformers
    Licence
    MIT

    Notice

    « sentence-transformers » (Orchestra Research, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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