qdrant-search-strategies

Q: What is a Claude Code skill and how does the qdrant-search-strategies 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-strategies is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: research-misc · Last updated: 2026-05-21

Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', or 'missing keyword matches

Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

qdrant-search-strategies is published as a SKILL.md file in this catalog. The SKILL.md runs to about 625 words, in the catalog's typical mid-range.

Original author: anubhavg-icpl
Indexed lastmod: 2026-05-21
Catalog position: General · research-misc
Indexed related skills: 10

How qdrant-search-strategies fits the catalog

qdrant-search-strategies 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

These strategies complement basic vector search. Use them after confirming the embedding model is fitting the task and HNSW config is correct. If exact search returns bad results, verify the selection of the embedding model (retriever) first. If the user wants to use a weaker embedding model because it is small, fast, and cheap, use reranking or relevance feedback to improve search quality.

What this skill does

qdrant-search-strategies 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/search-strategies/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The qdrant-search-strategies 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/search-strategies
curl -L https://claudskills.com/skills/search-strategies/SKILL.md \
  -o ~/.claude/skills/search-strategies/SKILL.md

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

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

📱 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-strategies Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/search-strategies/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the qdrant-search-strategies skill do?

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-strategies skill?

Use qdrant-search-strategies 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-strategies" 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-strategies 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-strategies 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/.

Attribution & license

Source: https://github.com/anubhavg-icpl/vibe/blob/HEAD/skills/ghcopilot-qdrant-search-quality/search-strategies/SKILL.md
Author: anubhavg-icpl

Cite this skill

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

APA

anubhavg-icpl. (2026). qdrant-search-strategies [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/search-strategies/

BibTeX

@misc{search-strategies-2026,
  author    = {anubhavg-icpl},
  title     = {qdrant-search-strategies [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/search-strategies/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

[![ClaudSkills](https://claudskills.com/badge/search-strategies.svg)](https://claudskills.com/skills/search-strategies/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)

Security scan

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

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/search-strategies/#security)

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