Aulafy
Courses/Claude Code + Local AI/Open WebUI + Ollama + Qdrant

Open WebUI + Ollama + Qdrant

This stack gives you a ChatGPT-style interface, local models with Ollama, and a vector database for RAG. It's a practical foundation for learning, running internal demos, or setting up a private lab.

  • Start Open WebUI, Ollama, and Qdrant with Docker Compose.
  • Understand what each service does and how they communicate.
  • Verify that the stack is responding before uploading documents.

Project structure

TerminalCode
aulafy-stack/
  docker-compose.yml
  data/
    ollama/
    open-webui/
    qdrant/

docker-compose.yml

TerminalCode
services:
  ollama:
    image: ollama/ollama:latest
    container_name: aulafy-ollama
    ports:
      - "11434:11434"
    volumes:
      - ./data/ollama:/root/.ollama
    restart: unless-stopped

  qdrant:
    image: qdrant/qdrant:latest
    container_name: aulafy-qdrant
    ports:
      - "6333:6333"
      - "6334:6334"
    volumes:
      - ./data/qdrant:/qdrant/storage
    restart: unless-stopped

  open-webui:
    image: ghcr.io/open-webui/open-webui:main
    container_name: aulafy-open-webui
    ports:
      - "3000:8080"
    environment:
      - OLLAMA_BASE_URL=http://ollama:11434
      - VECTOR_DB=qdrant
      - QDRANT_URI=http://qdrant:6333
    volumes:
      - ./data/open-webui:/app/backend/data
    depends_on:
      - ollama
      - qdrant
    restart: unless-stopped

Startup

TerminalCode
mkdir aulafy-stack
cd aulafy-stack
# crea docker-compose.yml con el contenido anterior
docker compose up -d
docker compose ps

Download a model

TerminalCode
docker exec -it aulafy-ollama ollama pull qwen3:4b
docker exec -it aulafy-ollama ollama run qwen3:4b

Useful commands

TerminalCode
docker compose logs -f open-webui
docker compose logs -f ollama
docker compose logs -f qdrant
docker compose pull
docker compose up -d
docker compose down