Every premium and members-only resource for $9.99/month, as a no-commitment subscription. See the plans

PalateKit

Sign in
Menu

Request a resource

Describe the resource you are missing in one sentence. We will email you when it is published.

0 / 280

A page, a video or an image online.

Unlock PalateKit

Unlock everything

Plan

Paying means accepting our terms of sale.

Secure payment by Stripe. Receipts and invoices sent by email.

Welcome back

Sign in to install, download or save this resource. A free account is enough for free resources.

Diagnosing Qdrant search quality issues v1.0.0

Use this resource to diagnose a Qdrant search that returns irrelevant or missing results

New

  • 438 downloads
  • 227 likes
  • 231 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install qdrant-search-quality-diagnosis

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 compares exact search, used as ground truth, with approximate HNSW search to isolate the cause: embedding model, index tuning or pipeline. You get a diagnostic method with the checks to run and the mistakes to avoid.

Mostly picked by

Updated November 2, 2026

Card for the “Diagnosing Qdrant search quality issues” skill

Details

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

Similar resources

View all

What you get

  • SKILL.md: step-by-step diagnosis, from baseline recall to fix
  • SKILL.md: typical cases such as approximate search worse than exact or a wrong embedding model

Good fit for

  • Users report irrelevant or missing matches
  • Search quality dropped after quantization or a model change

Not for

    Tags

    • qdrant
    • vector search
    • embeddings
    • diagnosis

    About

    You say

    “My Qdrant results became irrelevant after quantization: help me find the cause.”

    Card for the “Diagnosing Qdrant search quality issues” skill

    Skill published by github 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 diagnose a Qdrant search that returns irrelevant or missing results
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md3.6 KB

    Origin and licence

    Listed unmodified

    Author
    github
    Source
    github.com/github/awesome-copilot/tree/0fe6545b950671641b2b14b44eb56678fea6c6b4/skills/qdrant-search-quality/diagnosis
    Licence
    MIT

    Notice

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

    User reviews

    –

    No ratings yet

    Loading reviews…

    Delete your review?

    Your rating and comment will be removed from the page.