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qdrant-vector-search

25.1

High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

Marketplace

Third-Party Agent Skill: Review the code before installing. Agent skills execute in your AI assistant's environment and can access your files. Learn more about security

Installation for Agentic Skill

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skilz install zechenzhangAGI/AI-research-SKILLs/qdrant-vector-search
skilz install zechenzhangAGI/AI-research-SKILLs/qdrant-vector-search --agent opencode
skilz install zechenzhangAGI/AI-research-SKILLs/qdrant-vector-search --agent codex
skilz install zechenzhangAGI/AI-research-SKILLs/qdrant-vector-search --agent gemini

First time? Install Skilz: pip install skilz

Works with 14 AI coding assistants

Cursor, Aider, Copilot, Windsurf, Qwen, Kimi, and more...

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Download Agent Skill ZIP

Extract and copy to ~/.claude/skills/ then restart Claude Desktop

1. Clone the repository:
git clone https://github.com/zechenzhangAGI/AI-research-SKILLs
2. Copy the agent skill directory:
cp -r AI-research-SKILLs/15-rag/qdrant ~/.claude/skills/

Need detailed installation help? Check our platform-specific guides:

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Agentic Skill Details

Type
Non-Technical
Meta-Domain
general
Primary Domain
general
Sub-Domain
search data
Market Score
25.1

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