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Qdrant Search Quality

Category: General  ·  Sub-category: research-misc  ·  Last updated:
type:debug
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?'. Also use when search quality degrades after quantization, model change, or data growth.
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About this skill (catalog notes)

Qdrant Search Quality is published as a SKILL.md file in this catalog.

Indexed lastmod
Catalog position
General · research-misc
Indexed related skills
10

How Qdrant Search Quality fits the catalog

Qdrant Search Quality sits in the General category under the research-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

First determine whether the problem is the embedding model, Qdrant configuration, or the query strategy. Most quality issues come from the model or data, not from Qdrant itself. If search quality is low, inspect how chunks are being passed to Qdrant before tuning any parameters. Splitting mid-sentence can drop quality 30-40%.

What this skill does

Qdrant Search Quality is a community-contributed Claude Code skill in the research-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/qdrant-search-quality/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?'. Also use when search quality degrades after quantization, model change, or data growth.

Who uses this skill

The Qdrant Search Quality Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 115,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/qdrant-search-quality
curl -L https://claudskills.com/skills/qdrant-search-quality/SKILL.md \
  -o ~/.claude/skills/qdrant-search-quality/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/qdrant-search-quality/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/qdrant-search-quality/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\qdrant-search-quality\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Qdrant Search Quality Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/qdrant-search-quality/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Qdrant Search Quality skill do?
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?'. Also use when search quality degrades after quantization, model change, or data growth.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Qdrant Search Quality skill?
Use Qdrant Search Quality when your Claude Code task falls under the General category — specifically in the research misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Qdrant Search Quality" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Qdrant Search Quality skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Qdrant Search Quality is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ClaudSkills. (2026). Qdrant Search Quality [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/qdrant-search-quality/
BibTeX
@misc{qdrant-search-quality-2026,
  author    = {ClaudSkills},
  title     = {Qdrant Search Quality [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/qdrant-search-quality/}
}

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Security scan

Grade A · scanned 2026-06-13 — free static scan against the OWASP Agentic Skills Top 10.

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Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

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