Swarms

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`.

7,335 stars 1,060 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add kyegomez/swarms --skill swarms

Manual install

git clone --depth 1 https://github.com/kyegomez/swarms.git /tmp/swarms
mkdir -p ~/.claude/skills
cp -r /tmp/swarms/. ~/.claude/skills/swarms

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# 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

1. **Import from the top level**: `from swarms import Agent`, never `from swarms.structs.agent import Agent`. The one common exception is `PlannerWorkerSwarm` (see below).
2. **Every agent needs a unique `agent_name`** — memory files and swarm routing key on it.
3. **Default to `max_loops=1`.** Use a specific integer for production. Use `"auto"` only for genuinely open-ended work.
4. **Pass `tools=None`, not `tools=[]`.** An empty list breaks schema generation.
5. **Check `examples/`** — 586 runnable examples live there. One is probably close to what you need.
6. **Never set `streaming_on=True` and `streaming_callback` together.** Pick one.

## Setup

```bash
pip install -U swarms
```

Read the full skill on GitHub

Details

Skill name: swarms
Repository: kyegomez/swarms
License: Apache-2.0
Repo updated: 31 October 2026

FAQ

What does the Swarms skill do?

How do I install the Swarms skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add kyegomez/swarms --skill swarms. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Swarms popular?

It lives in kyegomez/swarms, which has 7,335 GitHub stars and 1,060 forks.

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