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qdrant-skillsby QdrantOfficialDataGitHub stars: 254

Qdrant Skills plugin: what it installs and how to add it

Provides coding guidance for Qdrant vector search, from SDK usage and deployment to scaling, monitoring and search quality.

From the Marketplace: claude-plugins-official marketplace

Install

> /plugin install qdrant-skills@claude-plugins-official

Run it inside Claude Code. The official marketplace is already known, so there is nothing to add first.

What is inside

  • 32skills

About this plugin

This skill set helps coding agents make engineering decisions when building with Qdrant vector search. It covers scaling, performance and memory optimisation, search quality, monitoring, deployment, edge use, multitenancy, model migration, version upgrades and sizing.

Use it when working with Qdrant across Python, TypeScript, Rust, Go, .NET or Java. The skills provide problem-focused guidance for issues such as slow searches, high query volume, tenant isolation, hybrid search and migration between embedding models.

What's inside

  • 32 skills, including Qdrant SDK guidance, deployment options, scaling, performance optimisation, search quality, monitoring, multitenancy, model migration, sizing and version upgrades
  • No slash commands, agents, hooks or MCP servers

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