Qdrant Search Quality is an AI Engineering skill for Claude Code, published by qdrant in skills.
Qdrant Search Quality diagnoses bad search relevance, low recall, and low precision in Qdrant. Use it to identify whether the model, the data, or retrieval settings are causing poor matches and to measure retrieval quality.
Qdrant Search Quality is cataloged under AI Engineering on DirSkills. Qdrant Search Quality comes from a repository tagged agent-skills, ai-agents, claude-code, codex and cursor.
Documentation
Route first, then answer. Match the user's symptom in the table, Read that file, and answer from it.
Do not answer from this page alone: it contains routing only, not the guidance. If two rows match, read both.
This is the opening of the README. Read the full README on GitHub.
Qdrant Search Quality is one of 25 skills that DirSkills catalogs from qdrant/skills, the repository it ships in. Its siblings there include Qdrant Advisor, Qdrant Clients SDK and Qdrant Deployment Options. Each one is a separate skill with its own page in this directory, installs the same way Qdrant Search Quality does, and is maintained by qdrant in that same repository. The rest of the collection is listed on the qdrant/skills page.
Qdrant Search Quality ranks #2482 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 Search Quality against them. Open each page to compare what they document and how they install.
Qdrant Search Quality is one of 25 skills cataloged on DirSkills from qdrant/skills.
Qdrant Search Quality is one of 2793 AI Engineering skills cataloged on DirSkills, ranked #2482 by stars among them.