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swarms

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Build agents and multi-agent systems with the Swarms framework — the Agent class, tools, autonomous loops, memory, and the 15+ multi-agent architectures (SequentialWorkflow, ConcurrentWorkflow, GraphWorkflow, HierarchicalSwarm, SwarmRouter, and more). Use whenever writing, reviewing, or debugging code that imports `swarms`.

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# Swarms

Swarms is a multi-agent orchestration framework. Everything is built from one primitive — `Agent` — which multi-agent structures compose. This document is verified against **swarms v14.0.0**.

## Live documentation

This skill can lag the library. When a signature here disagrees with the installed version, check the current docs:

- Docs MCP server, no key: `https://docs.swarms.world/mcp` (`claude mcp add --transport http swarms-docs https://docs.swarms.world/mcp`)
- Marketplace MCP server, Swarms API key for calls: `https://swarms.world/mcp`
- Plain-text docs: [llms.txt](https://docs.swarms.world/llms.txt) (index), [llms-full.txt](https://docs.swarms.world/llms-full.txt) (every page)

## Golden rules
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