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SWARMS

Production-grade multi-agent orchestration framework

Apache-2.0

ABOUT

Building production multi-agent systems involves complex orchestration challenges: managing agent lifecycles, inter-agent communication, concurrency control, error handling, and cost tracking across potentially hundreds of workers. Swarms provides an enterprise orchestration layer where agents are defined as modular components that can be composed into hierarchical teams, each with its own tools, memory, and supervisor. The framework handles task scheduling, retry logic, rate limiting, and observability out of the box, letting teams focus on agent logic rather than orchestration infrastructure.

INSTALL
pip install swarms

INTEGRATION GUIDE

1. Orchestrate hundreds of specialized agents working in parallel on a complex multi-step task with supervisor coordination 2. Build hierarchical agent teams where manager agents delegate sub-tasks to worker agents with different capabilities 3. Deploy production agent systems with built-in monitoring, cost tracking, and automated retry on failure 4. Create agent swarms that dynamically scale workers based on workload, with rate limiting and queue management

TAGS

agentsmulti-agentorchestrationpythonproductionscalable
Swarms — AI Tool | Agentic AI For Good