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This module integrates your Drupal site with the Milvus vector database to power AI features like semantic search and content recommendations. It allows for high-performance vector searches, supports flexible storage and filtering, and can be deployed either self-hosted or via a managed cloud solution.

The Milvus VDB Provider module enables Vector Database (VDB) support for AI-driven functionality in Drupal. It integrates with the AI Core module and AI Search module to perform high-performance vector searches using embeddings, making it ideal for semantic search, content recommendations, and AI-powered search experiences.

Key Features

  • Vector search integration
  • Seamlessly connects your Drupal site's AI module to a vector database backend, enabling similarity-based searches using embeddings. Supports multiple similarity metrics including cosine similarity, Euclidean distance (L2), and inner product (IP) for flexible search strategies.

  • Self-host or cloud deployment
  • Use your own open-source Milvus server (including DDEV integration for local development), or opt for Zilliz Cloud if you prefer a managed, hosted solution with no infrastructure management.

  • Flexible storage and CRUD operations
  • Complete support for creating, reading, updating, and deleting vector data with metadata tagging, dynamic fields, and automatic indexing for fast retrieval. Collections are automatically created and managed based on your Search API configuration.

  • Advanced filtering and grouping
  • Build complex queries with advanced filtering capabilities and result grouping by entity ID. Supports nested condition groups and multiple field types for precise search control.

  • Scalable architecture
  • Built to handle large-scale vector datasets, taking advantage of Milvus' efficient indexing, high throughput, and distributed architecture for production-ready performance.

  • Secure connections
  • Supports API key and username/password authentication for secure communication with both Milvus (self-hosted) and Zilliz Cloud deployments, with full integration with Drupal's Key module for credential management.

Activity

Total releases
7
First release
Mar 2025
Latest release
1 month ago
Releases (12 mo)
3 ▼ from 4
Maintenance
Active

Release Timeline

Releases

Version Type Release date
1.1.0-beta4 Pre-release Jun 11, 2026
1.1.0-beta3 Pre-release Nov 27, 2025
2.0.x-dev Dev Oct 1, 2025
1.1.0-beta2 Pre-release Jun 12, 2025
1.0.0-beta3 Pre-release Jun 12, 2025
1.1.0-beta1 Pre-release May 8, 2025
1.1.x-dev Dev Mar 11, 2025