This starter kit gives teams a complete local-first AI stack with very little setup friction. You get n8n for orchestration, Ollama for private model serving, Qdrant for vector search, and PostgreSQL for durable workflow state. It is one of the fastest ways to stand up secure agent automation on your own infrastructure.
Use this template when you need privacy, reproducibility, and clear ownership of data. The Docker-based setup is straightforward, and each service can scale independently as usage grows. For most teams, this becomes a stable foundation for support bots, document assistants, and internal RAG pipelines.