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Hybrid search and ranking with Vespa v1.0.0

Use this resource to design hybrid search and ranking with Vespa

New

  • 396 downloads
  • 108 likes
  • 247 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install vespa-hybrid-search-ranking

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 writes a Vespa schema with dense, sparse and ColBERT fields, the services.xml configuration, hybrid queries and ranking phases. It explains the choice between Vespa Cloud and self-hosting, and in-cluster embeddings. You get a configuration base to adapt to your index.

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Updated November 2, 2026

Card for the “Hybrid search and ranking with Vespa” skill

Details

Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: .sd schema with dense, sparse and ColBERT fields
  • SKILL.md: services.xml, feeding documents and hybrid queries
  • SKILL.md: ranking phases and in-cluster embeddings

Good fit for

  • You need hybrid search at large scale, over billions of documents
  • You want to tune a custom ranking with tensor expressions

Not for

    Tags

    • vespa
    • hybrid search
    • ranking
    • vectors

    About

    You say

    “Create a Vespa schema for my articles with BM25 on the title and a dense embedding, then a hybrid query.”

    Card for the “Hybrid search and ranking with Vespa” 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 design hybrid search and ranking with Vespa
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md10.2 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/vector-stores/vespa
    Licence
    MIT

    Notice

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

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