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  1. APPS
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  3. LLM Qdrant Integration v 18.0
  4. Sales Conditions FAQ

LLM Qdrant Integration

by Apexive Solutions LLC https://github.com/apexive/odoo-llm
Odoo
v 18.0 Third Party 24
Download for v 18.0 Deploy on Odoo.sh
Apps purchases are linked to your Odoo account, please sign in or sign up first.
Availability
Odoo Online
Odoo.sh
On Premise
Odoo Apps Dependencies Discuss (mail)
Community Apps Dependencies Show
• LLM Knowledge
• LLM Vector Store Base
• LLM Integration Base
Lines of code 5156
Technical Name llm_qdrant
LicenseLGPL-3
Websitehttps://github.com/apexive/odoo-llm
Versions 16.0 18.0
You bought this module and need support? Click here!
Availability
Odoo Online
Odoo.sh
On Premise
Odoo Apps Dependencies Discuss (mail)
Community Apps Dependencies Show
• LLM Knowledge
• LLM Vector Store Base
• LLM Integration Base
Lines of code 5156
Technical Name llm_qdrant
LicenseLGPL-3
Websitehttps://github.com/apexive/odoo-llm
Versions 16.0 18.0
  • Description
  • Documentation
Qdrant Integration

LLM Qdrant Integration

Integrates Qdrant vector store with the Odoo LLM framework.

High-performance vector search with Qdrant vector database

High Performance
Vector Search
Open Source

What is Qdrant?

A high-performance vector database for AI applications

Qdrant is an open-source vector database and search engine built for production use. This module provides an llm.store implementation using Qdrant, enabling fast and scalable vector similarity search for your Odoo knowledge bases and AI assistants.


Why Qdrant?

Benefits of using Qdrant for vector storage

Built for Speed

Qdrant is optimized for fast similarity search even with millions of vectors.

Scalable

Handles large-scale deployments with distributed architecture support.

Cloud or Self-Hosted

Run on Qdrant Cloud or deploy on your own infrastructure.


Technical Details

Requirements and dependencies

Module Information

Dependencies:

llm_knowledge, llm_store

Python Packages:

qdrant-client

Category:

Technical

License:

LGPL-3

LLM Qdrant Integration

Qdrant vector store for Odoo

Developed by Apexive Solutions LLC

Licensed under LGPL-3 • © 2025 All rights reserved.

github.com/apexive/odoo-llm
hello@apexive.com

Qdrant Provider for Odoo LLM

High-performance vector database for semantic search at scale.

Module Type: 🗄️ Vector Store (High Performance)

Architecture

┌───────────────────────────────────────────────────────────────┐
│                    Used By (RAG Modules)                      │
│        ┌───────────────┐           ┌───────────────┐         │
│        │ llm_knowledge │           │llm_assistant  │         │
│        │   (RAG)       │           │  (with RAG)   │         │
│        └───────┬───────┘           └───────┬───────┘         │
└────────────────┼───────────────────────────┼─────────────────┘
                 └─────────────┬─────────────┘
                               ▼
              ┌───────────────────────────────────────────┐
              │             llm_store                     │
              │        (Vector Store API)                 │
              └─────────────────────┬─────────────────────┘
                                    │
                                    ▼
              ┌───────────────────────────────────────────┐
              │       ★ llm_qdrant (This Module) ★        │
              │          Qdrant Implementation            │
              │  🔷 High Performance │ Scalable │ Fast    │
              └─────────────────────┬─────────────────────┘
                                    │
                                    ▼
              ┌───────────────────────────────────────────┐
              │              Qdrant Server                │
              │           (localhost:6333)                │
              └───────────────────────────────────────────┘

Installation

What to Install

For high-performance RAG:

# 1. Start Qdrant server
docker run -p 6333:6333 qdrant/qdrant

# 2. Install the Odoo module
odoo-bin -d your_db -i llm_knowledge,llm_qdrant

Auto-Installed Dependencies

  • llm (core infrastructure)
  • llm_store (vector store abstraction)

Why Choose Qdrant?

Vector Store Comparison

Feature llm_pgvector llm_qdrant llm_chroma
Server 🐘 PostgreSQL 🔷 Qdrant 🌈 Chroma
Setup Easy Moderate Moderate
Scale Medium High Medium
Best For Simple RAG Large scale Development

Common Setups

I want to... Install
High-performance RAG llm_knowledge + llm_qdrant
Chat + scalable RAG llm_assistant + llm_openai + llm_knowledge + llm_qdrant

Features

  • Qdrant vector storage
  • High-performance similarity search
  • Scalable vector operations
  • Advanced filtered search support
  • Collection management

Configuration

Set up Qdrant server connection in LLM > Configuration > Vector Stores:

  • Host: Qdrant server hostname (e.g., localhost)
  • Port: Qdrant port (default: 6333)
  • API Key: Authentication key (if required)
  • Collection Name: Default collection name

Technical Specifications

  • Version: 18.0.1.0.0
  • License: LGPL-3
  • Dependencies: llm, llm_store
  • Python Package: qdrant-client

Related Modules

  • ``llm`` - Core infrastructure
  • ``llm_store`` - Vector store abstraction
  • ``llm_knowledge`` - RAG implementation
  • ``llm_pgvector`` - Alternative: PostgreSQL-native
  • ``llm_chroma`` - Alternative: development-friendly

License

LGPL-3


© 2025 Apexive Solutions LLC

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