Collection or directorySoftware development

skills

Guide coding agents through Qdrant scaling, search quality, and deployment decisions.

Stars
198
Forks
23
License
Apache-2.0
Updated
Updated Jul 14, 2026

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Project overview

Qdrant Skills gives coding agents decision-oriented guidance for vector-search engineering. It covers scaling, quantization, performance, search quality, monitoring, deployment, tenant isolation, embedding-model migration, upgrades, and SDK use across several languages. Users can install the Qdrant Advisor to load matching guidance dynamically or keep the full set locally for offline triggering. The material acts as a solutions-architecture handbook explaining when and why to choose an approach and pointing to relevant documentation, rather than teaching Qdrant from scratch.

Repository facts

Primary language
Python
License
Apache-2.0
Repository updated
Jul 14, 2026
Default branch
main

Resource types

Collection or directory

Use cases

Software developmentDevOps and deploymentTesting and debugging

Platforms

Claude CodeCursorCodexOpenCode

Capabilities

Observability

Audience

Developers

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