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feat: Support for Qdrant vector search#3398

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feat: Support for Qdrant vector search#3398
Anush008 wants to merge 1 commit into
ModelEngine-Group:developfrom
Anush008:develop

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@Anush008 Anush008 commented Jul 9, 2026

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Description

This PR adds Qdrant support alongside the existing vector search backends.

Qdrant is an open-source vector search engine built for high-performance and massive scale.

Testing

I've unit tested this integration against a local Qdrant instance.

Setup

You can run Qdrant with

docker run -p 6333:6333 -p qdrant/qdrant

The dashboard is accessible at http://localhost:6333/dashboard and the QDRANT_URL would be http://localhost:6333.

@Anush008 Anush008 marked this pull request as ready for review July 10, 2026 08:27
@Anush008 Anush008 requested review from Dallas98 and WMC001 as code owners July 10, 2026 08:27
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