Llama Deploy Review 2026

Llama Deploy: Production deployment framework from LlamaIndex for orchestrating multi-agent systems with message queues, service discovery, and scaling.

LlamaDeploy (formerly llama-agents) is LlamaIndex's production deployment framework for running multi-agent and RAG systems at scale. It transforms LlamaIndex applications from single-process scripts into distributed, production-grade microservices with built-in message queuing, service discovery, and orchestration.

The framework structures agent systems as a collection of services communicating through a central control plane. Each agent, tool, or pipeline becomes an independent service that can be deployed, scaled, and monitored separately. The control plane handles request routing, service registration, load balancing, and orchestration logic.