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AI Agents

The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai

★ 7.2K1,023 forksPythonApache-2.0kyegomez

Python framework for orchestrating multi-agent systems: prebuilt sequential, concurrent, graph, and mixture-of-agents architectures, plus MCP client/server support so agents can call external tools or be exposed as MCP tools. Apache-2.0, pip-installable, runs on any LiteLLM-supported model.

Use Cases

Build sequential multi-agent workflowsRun concurrent agent pipelinesOrchestrate agents as a DAGMixture-of-agents synthesis for hard problemsMulti-agent group chat decision makingConnect agents to external tools via MCPServe an agent as an MCP serverAutonomous open-ended research agentsReport and content generation pipelinesBatch parallel data analysisEnterprise production agent deploymentCustom agent architectures with memory and tools

Built With

Language
Python
Frameworks
LiteLLM · MCP · Pydantic · NetworkX · FastAPI · OpenTelemetry · Loguru · LangChain · HuggingFace Transformers · uv · Poetry · Pytest

Tags

multi-agent · agent-orchestration · swarms · mcp · workflows · sequential-workflow · concurrent-workflow · graph-workflow · group-chat · mixture-of-agents · agent-memory · tool-calling · prompt-engineering · production-agents · autonomous-agents · python