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This module connects Drupal to Qdrant, an open-source vector database, for powerful AI-driven search capabilities. It allows for creating, indexing, and searching vectors with various similarity measures, integrating directly with Drupal's AI and Search API modules.

Built by a human using an AI assistant: 🤖 ➕ 🧠

A lot of the code in this module has been created using an AI assistant .

The Qdrant VDB Provider is a Drupal module that integrates with the AI module to enable vector searches using Qdrant, a high-performance open-source vector database. It works seamlessly with AI Search and other vector-aware modules.

Features

  • Integration with AI and AI Search modules
  • Collection creation and management in Qdrant
  • Vector indexing, updating, and deletion
  • Vector search with and without filters
  • Supports cosine, dot product, and Euclidean similarity
  • Compatible with local or remote Qdrant instances

Why Qdrant?

Qdrant is optimized for AI use cases and semantic search. It offers:

  • High performance and scalability
  • Advanced filtering and payload support
  • Easy deployment and integration

Installation

composer require drupal/ai_vdb_provider_qdrant

Post-Installation

  1. Enable the module using the UI or Drush:
    drush en ai_vdb_provider_qdrant 
  2. Configure the Qdrant connection at:

    /admin/config/ai/vdb_providers/qdrant
  3. Create a Search API server at:

    /admin/config/search/search-api/add-server

    Use "AI Search" as the backend and "Qdrant vector DB" as the provider.
  4. Set up a new index and configure it using AI Search documentation.

Requirements

  • Qdrant server (local or remote)
  • AI module
  • AI Search module
  • Key module
  • Search API module
  • PHP curl extension

Activity

Tracked releases
6
Tracked since
Jul 2025
Latest release
2 weeks ago
Releases (12 mo)
5 ▲ from 1
Maintenance
Active

Release Timeline

Releases

Version Type Release date
1.3.3 Stable Jul 25, 2026
1.3.2 Stable Jul 7, 2026
1.3.1 Stable Jul 1, 2026
1.3.0 Stable May 9, 2026
1.2.0 Stable May 9, 2026
1.0.x-dev Dev Jul 18, 2025