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Production vector search with Qdrant v1.0.0

Use this resource to set up filtered vector search with Qdrant

New

  • 302 downloads
  • 126 likes
  • 159 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install qdrant-vector-search-setup

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 installs Qdrant locally with Docker or through the Python client, creates a collection, inserts vectors with their payloads, then runs filtered searches. You get a setup ready for production RAG systems, with troubleshooting pointers.

Mostly picked by

Updated November 2, 2026

Card for the “Production vector search with Qdrant” skill

Details

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

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What you get

  • SKILL.md: Docker installation, Python client and filtered search
  • references/advanced-usage.md and troubleshooting.md: advanced settings and troubleshooting

Good fit for

  • You need fast searches combined with filters
  • You want to host your vector database on your own servers

Not for

    Tags

    • vectors
    • rag
    • qdrant
    • search

    About

    You say

    “Set up a Qdrant collection for my product sheets, filtered by category.”

    Card for the “Production vector search with Qdrant” 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 set up filtered vector search with Qdrant
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/advanced-usage.md15.3 KB
    • references/troubleshooting.md13 KB
    • SKILL.md13.6 KB

    Origin and licence

    Listed unmodified

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

    Notice

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

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