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qdrant/skills

Free

Agent skills for Qdrant vector search, scaling, and performance

FreeFree tier
Type
Open Source
Company
Qdrant
Visit Website GitHub (40 stars)

About qdrant/skills

Qdrant Skills is a collection of agent skills designed to equip coding agents with deep Qdrant vector search knowledge. Unlike traditional documentation, these skills focus on answering 'when?' and 'why?' rather than 'how?' They are structured as the handbook of a Solutions Architect working on Qdrant: given a problem, navigate to the exact place in the documentation where the answer lives. The skills cover engineering decisions such as quantization, sharding, tenant isolation, hybrid search, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, and Java. A key component is the Qdrant Advisor skill, which, when installed, fetches live guidance from skills.qdrant.tech to provide fresh, context-aware diagnoses. Users can also pass the URL directly to their agent or install the full skill set for offline use. The project is under active development and content may change between versions.

Key Features

Quantization guidance for vector search
Sharding and scaling recommendations
Tenant isolation strategies
Hybrid search implementation
Model migration and version upgrade support
SDK usage for Python, TypeScript, Rust, Go, .NET, Java
Qdrant Advisor skill for live, fresh guidance
Offline installation of full skill set
URL-based access for agents without installation

Pros & Cons

Pros
  • Provides deep, engineering-level knowledge for coding agents
  • Answers 'when' and 'why' decisions, not just 'how'
  • Qdrant Advisor delivers fresh, live guidance automatically without reinstallation
  • Can be used offline with the full skill set
  • Covers multiple programming languages and SDKs
  • Structured like a Solutions Architect handbook for practical problem-solving
Cons
  • Under active development; skill content and structure may change between versions
  • Requires agent to have npx installed or ability to fetch URLs
  • Not suitable for beginners who need documentation or tutorials; skills assume some familiarity
  • Claude web app users need to manually include skills.qdrant.tech URL in their prompt for Advisor to work

Best For

Scaling Qdrant vector search infrastructure (e.g., when to add nodes vs. vertical scaling)Diagnosing and improving search result qualityDeploying Qdrant in production environmentsOptimizing performance through quantization and shardingMigrating between vector modelsUpgrading Qdrant versions with minimal disruptionMonitoring and troubleshooting Qdrant systems

FAQ

What is the Qdrant Advisor?
The Qdrant Advisor is a meta-skill that, when installed, searches skills.qdrant.tech live, traverses the skill hierarchy relevant to your problem, and grounds its diagnosis in current authoritative guidance. It does not ship static content; it fetches fresh guidance every session.
How do I install the Qdrant skills?
The recommended method is to install the Qdrant Advisor using: npx skills add qdrant/skills/meta/qdrant-advisor. Alternatively, you can pass the URL skills.qdrant.tech directly in your prompt or install the full skill set locally for offline use.
Can I use the skills offline?
Yes, if you install the complete skill set locally, you can use them offline without the Advisor. See the Installation section in the repository for details.