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Qdrant Hybrid Search

Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining multiple representations'. Also use for how a hybrid query is scoped: 'how is IDF scoped?', 'can one tenant's data contaminate another tenant's scoring?'

Claude CodeCodexSKILL.md
0Total downloads
0Active installs
222Community stars
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Overview

What It Does

Qdrant Hybrid Search packages a focused devops & cloud workflow for an AI agent. Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining multiple representations'. Also use for how a hybrid query is scoped: 'how is IDF scoped?', 'can one tenant's data contaminate another tenant's scoring?' It is best suited to users who can review the resulting actions and provide only the accounts, files, or command access needed for the task. It is not a substitute for human approval on destructive, financial, security-sensitive, or public-facing actions.

Task ideas

Popular Use Cases

  • Inspect deployment or infrastructure state
  • Automate a repeatable operations task
  • Troubleshoot configuration and runtime issues
  • Apply documented production practices

Installation

Install this Agent Skill

Claude Code

npx skills add https://github.com/qdrant/skills --skill qdrant-hybrid-search

Commands derived from the public GitHub SKILL.md record. Checked 2026-09-02. Review the source before running them.

Before you start

Requirements

Claude CodeRequired / review
CodexRequired / review
Public SKILL.md sourceRequired / review
Review instructions and requested permissions before installationRequired / review
Paid serviceCheck source
Supported systemCheck source

Popularity context

Why It’s Popular

Qdrant Hybrid Search is a verified Agent Skill from qdrant with a public SKILL.md, compatible with Claude Code, Codex.

Alternatives

Similar Skills