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docs: improve SEO metadata across docs pages

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mintlify[bot]
2026-08-01 01:30:05 +00:00
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docs/components/vectordbs/dbs/qdrant.mdx
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---
title: "Qdrant"
description: "Use Qdrant as an open-source vector search engine in Mem0 for high-performance similarity search at scale."
description: "Use Qdrant as an open-source vector search engine in Mem0 for high-performance, filterable similarity search at scale, self-hosted or on Qdrant Cloud."
---
[Qdrant](https://qdrant.tech/) is an open-source vector search engine. It is designed to work with large-scale datasets and provides a high-performance search engine for vector data.