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Production vector search with Qdrant v1.0.0

Use this resource to set up production vector search with Qdrant

New

  • 324 downloads
  • 214 likes
  • 165 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install qdrant-vector-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 installs Qdrant, creates collections, inserts vectors with payloads and runs filtered searches. It fits RAG systems that need low latency, hybrid search and scaling through sharding or replication.

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: installation, Python client, Docker and core operations
  • references/: advanced usage and troubleshooting

Good fit for

  • Your RAG must answer quickly and filter by metadata
  • You want to host your vector database on your own infrastructure

Not for

    Tags

    • qdrant
    • vectors
    • rag
    • filtering

    About

    You say

    “Create a Qdrant collection for our contracts with a filter by client.”

    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 production 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/davila7/claude-code-templates/tree/f57964ebda91cdfb31755661ecea9395f30020f1/cli-tool/components/skills/ai-research/rag-qdrant
    Licence
    MIT

    Notice

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

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