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Diagnosing and reducing Qdrant memory use v1.0.0

Use this resource to diagnose and reduce Qdrant memory consumption

New

  • 589 downloads
  • 193 likes
  • 211 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install qdrant-memory-footprint-reduction

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 separates resident memory from other usage, estimates RAM needs, then explains when to put the HNSW index on disk and how to shrink the footprint. You get an explanation of the consumption and a list of settings to test.

Mostly picked by

Updated November 2, 2026

Card for the “Diagnosing and reducing Qdrant memory use” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: how memory works and which metrics to track
  • SKILL.md: RAM estimation, on-disk HNSW index and footprint reduction

Good fit for

  • Your node's RAM keeps growing
  • Quantization did not reduce memory as expected

Not for

    Tags

    • qdrant
    • memory
    • ram
    • quantization
    • hnsw

    About

    You say

    “My node uses 60 GB for 20 million vectors, why, and how do I reduce it?”

    Card for the “Diagnosing and reducing Qdrant memory use” skill

    Skill published by qdrant under the Apache-2.0 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 diagnose and reduce Qdrant memory consumption
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE11.3 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md7.6 KB

    Origin and licence

    Listed unmodified

    Author
    qdrant
    Source
    github.com/qdrant/skills/tree/15793b641b7bc85d2e7dc59be1b796381ce715ba/skills/qdrant-performance-optimization/memory-usage-optimization
    Licence
    Apache-2.0

    Notice

    « qdrant-memory-usage-optimization » (qdrant, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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