Qdrant Advisor

Qdrant Advisor is an AI Engineering skill for Claude Code, published by qdrant in skills.

230 stars28 forkson qdrant/skillsAdded 2026/09/03Repository updated 2026/09/02

agent-skillsai-agentsclaude-codecodexcursorembeddingshybrid-searchmonitoringmultitenancyperformanceqdrantquantizationscalingsearch-qualityvector-databasevector-search

Install in seconds

Install Qdrant Advisor

Copy Qdrant Advisor into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/qdrant/skills/tree/main/meta/qdrant-advisor ~/.claude/skills/qdrant-advisor

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/qdrant/skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: meta/qdrant-advisor/SKILL.md in qdrant/skills
Installs to: ~/.claude/skills/qdrant-advisor
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2793 skills

What Qdrant Advisor does

Qdrant Advisor loads the latest official Qdrant skills to diagnose deployment, search, scaling, memory, and client SDK issues. Use it when a Qdrant cluster, collection, or vector-search question needs current guidance.

Qdrant Advisor is cataloged under AI Engineering on DirSkills. Qdrant Advisor comes from a repository tagged agent-skills, ai-agents, claude-code, codex and cursor.

Documentation

README

Excerpt

Qdrant Troubleshooting & Advisory

Core principle

Do not answer Qdrant questions from memory. Qdrant evolves quickly (new endpoints, metrics, defaults, and deployment patterns land often), and the authoritative, current guidance lives at skills.qdrant.tech as a hierarchy of agent skills. Your job is to load the relevant skill context live, then ground your diagnosis in it — loading only the branch that matches the problem, never the whole tree.

You are consuming these skills as context. You are not installing them and nothing needs to be installed.

The knowledge source

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Qdrant Advisor

What else does qdrant publish alongside Qdrant Advisor?
Qdrant Advisor is one of 25 skills that DirSkills catalogs from qdrant/skills, the repository it ships in. Its siblings there include Qdrant Clients SDK, Qdrant Deployment Options and Qdrant Edge. Each one is a separate skill with its own page in this directory, installs the same way Qdrant Advisor does, and is maintained by qdrant in that same repository. The rest of the collection is listed on the qdrant/skills page.
How does Qdrant Advisor compare to other AI Engineering skills?
Qdrant Advisor ranks #2476 by stars among the 2793 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Qdrant Advisor against them. Open each page to compare what they document and how they install.