ai-mirow-projects
/
swarms
mirror of https://github.com/kyegomez/swarms
1
0
Fork 0
Code Issues Packages Projects Releases Wiki Activity
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Branches Tags
${ item.name }
Create tag ${ searchTerm }
Create branch ${ searchTerm }
from '5fcf083a6c'
${ noResults }
swarms/docs/site/index.html

7672 lines
144 KiB
Raw Blame History

<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework">
<meta name="author" content="Swarms">
<link rel="canonical" href="https://docs.swarms.world/">
<link rel="next" href="swarms/install/install/">
<link rel="icon" href="assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.15">
<title>Overview - Swarms</title>
<link rel="stylesheet" href="assets/stylesheets/main.342714a4.min.css">
<link rel="stylesheet" href="assets/stylesheets/palette.06af60db.min.css">
<style>
/* Custom Footer Styling - Base */
.md-footer-custom {
padding: 2.4rem 0 1.2rem;
border-top: 0.05rem solid var(--md-default-fg-color--lightest);
}
.md-footer-custom__inner {
margin: 0 auto;
padding: 0 1.2rem;
}
.md-footer-links {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(240px, 1fr));
gap: 2rem;
max-width: 1220px;
margin: 0 auto;
}
.md-footer-links__section {
min-width: 0;
}
.md-footer-links__title {
font-size: 0.64rem;
font-weight: 700;
margin: 0 0 1rem;
text-transform: uppercase;
letter-spacing: 0.1em;
padding-bottom: 0.4rem;
}
.md-footer-links__list {
list-style: none;
margin: 0;
padding: 0;
}
.md-footer-links__item {
margin: 0;
line-height: 1.8;
}
.md-footer-links__link {
text-decoration: none;
font-size: 0.7rem;
display: block;
padding: 0.1rem 0;
transition: color 125ms;
border-radius: 0.1rem;
}
.md-footer-links__link:hover,
.md-footer-links__link:focus {
color: var(--md-accent-fg-color);
}
/* Light Mode (Default) */
[data-md-color-scheme="default"] .md-footer-custom {
background: #ffffff;
border-top-color: #e1e5e9;
}
[data-md-color-scheme="default"] .md-footer-links__title {
color: #2e3440;
border-bottom: 0.05rem solid #e1e5e9;
}
[data-md-color-scheme="default"] .md-footer-links__link {
color: #636c76;
}
[data-md-color-scheme="default"] .md-footer-links__link:hover,
[data-md-color-scheme="default"] .md-footer-links__link:focus {
color: #1976d2;
}
/* Dark Mode (Slate) */
[data-md-color-scheme="slate"] .md-footer-custom {
background: #1F2129;
border-top-color: #404040;
}
[data-md-color-scheme="slate"] .md-footer-links__title {
color: #ffffff;
border-bottom: 0.05rem solid #404040;
}
[data-md-color-scheme="slate"] .md-footer-links__link {
color: #9ca3af;
}
[data-md-color-scheme="slate"] .md-footer-links__link:hover,
[data-md-color-scheme="slate"] .md-footer-links__link:focus {
color: #42a5f5;
}
/* Company Information Section - Base */
.md-footer-company {
padding: 1.5rem 0;
border-top: 0.05rem solid var(--md-default-fg-color--lightest);
}
.md-footer-company__inner {
margin: 0 auto;
padding: 0 1.2rem;
max-width: 1220px;
}
.md-footer-company__content {
display: flex;
justify-content: space-between;
align-items: center;
flex-wrap: wrap;
gap: 1rem;
}
.md-footer-company__brand {
flex: 1;
min-width: 200px;
}
.md-footer-company__name {
margin: 0 0 0.5rem 0;
font-size: 1.2rem;
font-weight: 700;
letter-spacing: 0.05em;
}
.md-footer-company__description {
margin: 0;
font-size: 0.8rem;
line-height: 1.4;
font-style: italic;
}
.md-footer-company__copyright {
text-align: right;
}
.md-footer-company__copyright p {
margin: 0;
font-size: 0.7rem;
opacity: 0.8;
}
/* Company Section - Light Mode */
[data-md-color-scheme="default"] .md-footer-company {
background: #f8f9fa;
border-top-color: #e1e5e9;
}
[data-md-color-scheme="default"] .md-footer-company__name {
color: #DC143C;
}
[data-md-color-scheme="default"] .md-footer-company__description {
color: #495057;
}
[data-md-color-scheme="default"] .md-footer-company__copyright p {
color: #6c757d;
}
/* Company Section - Dark Mode */
[data-md-color-scheme="slate"] .md-footer-company {
background: #1F2129;
border-top-color: #404040;
}
[data-md-color-scheme="slate"] .md-footer-company__name {
color: #DC143C;
}
[data-md-color-scheme="slate"] .md-footer-company__description {
color: #d1d5db;
}
[data-md-color-scheme="slate"] .md-footer-company__copyright p {
color: #9ca3af;
}
/* Responsive Design */
@media screen and (max-width: 76.1875em) {
.md-footer-links {
grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
gap: 1.5rem;
}
.md-footer-custom {
padding: 2rem 0 1rem;
}
}
@media screen and (max-width: 59.9375em) {
.md-footer-links {
grid-template-columns: repeat(2, 1fr);
gap: 1.5rem;
}
}
@media screen and (max-width: 44.9375em) {
.md-footer-links {
grid-template-columns: 1fr;
gap: 1.5rem;
}
.md-footer-custom {
padding: 1.5rem 0 0.8rem;
}
.md-footer-custom__inner {
padding: 0 1rem;
}
/* Company section mobile styles */
.md-footer-company__content {
flex-direction: column;
text-align: center;
gap: 1rem;
}
.md-footer-company__brand {
min-width: auto;
}
.md-footer-company__copyright {
text-align: center;
}
.md-footer-company__inner {
padding: 0 1rem;
}
}
</style>
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Fira+Sans:300,300i,400,400i,700,700i%7CFira+Code:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Fira Sans";--md-code-font:"Fira Code"}</style>
<link rel="stylesheet" href="assets/_mkdocstrings.css">
<link rel="stylesheet" href="assets/css/extra.css">
<script>__md_scope=new URL(".",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
<script id="__analytics">function __md_analytics(){function e(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],e("js",new Date),e("config","G-MPE9C65596"),document.addEventListener("DOMContentLoaded",(function(){document.forms.search&&document.forms.search.query.addEventListener("blur",(function(){this.value&&e("event","search",{search_term:this.value})}));document$.subscribe((function(){var t=document.forms.feedback;if(void 0!==t)for(var a of t.querySelectorAll("[type=submit]"))a.addEventListener("click",(function(a){a.preventDefault();var n=document.location.pathname,d=this.getAttribute("data-md-value");e("event","feedback",{page:n,data:d}),t.firstElementChild.disabled=!0;var r=t.querySelector(".md-feedback__note [data-md-value='"+d+"']");r&&(r.hidden=!1)})),t.hidden=!1})),location$.subscribe((function(t){e("config","G-MPE9C65596",{page_path:t.pathname})}))}));var t=document.createElement("script");t.async=!0,t.src="https://www.googletagmanager.com/gtag/js?id=G-MPE9C65596",document.getElementById("__analytics").insertAdjacentElement("afterEnd",t)}</script>
<script>"undefined"!=typeof __md_analytics&&__md_analytics()</script>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#welcome-to-swarms-docs-home" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
<aside class="md-banner">
<div class="md-banner__inner md-grid md-typeset">
<button class="md-banner__button md-icon" aria-label="Don't show this again">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
<div style="text-align:center">
<a href="https://github.com/kyegomez/swarms">Star and contribute</a> to Swarms on GitHub!
</div>
</div>
<script>var el=document.querySelector("[data-md-component=announce]");if(el){var content=el.querySelector(".md-typeset");__md_hash(content.innerHTML)===__md_get("__announce")&&(el.hidden=!0)}</script>
</aside>
</div>
<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="." title="Swarms" class="md-header__button md-logo" aria-label="Swarms" data-md-component="logo">
<img src="assets/img/swarms-logo.png" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
Swarms
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Overview
</span>
</div>
</div>
</div>
<form class="md-header__option" data-md-component="palette">
<input class="md-option" data-md-color-media="" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_0">
<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a4 4 0 0 0-4 4 4 4 0 0 0 4 4 4 4 0 0 0 4-4 4 4 0 0 0-4-4m0 10a6 6 0 0 1-6-6 6 6 0 0 1 6-6 6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>
</label>
<input class="md-option" data-md-color-media="" data-md-color-scheme="slate" data-md-color-primary="black" data-md-color-accent="black" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_1">
<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_0" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 18c-.89 0-1.74-.2-2.5-.55C11.56 16.5 13 14.42 13 12s-1.44-4.5-3.5-5.45C10.26 6.2 11.11 6 12 6a6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>
</label>
</form>
<script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
<label class="md-header__button md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/kyegomez/swarms" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
kyegomez/swarms
</div>
</a>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
<div class="md-grid">
<ul class="md-tabs__list">
<li class="md-tabs__item md-tabs__item--active">
<a href="." class="md-tabs__link">
Home
</a>
</li>
<li class="md-tabs__item">
<a href="examples/" class="md-tabs__link">
Examples
</a>
</li>
<li class="md-tabs__item">
<a href="swarms_cloud/swarms_api/" class="md-tabs__link">
Swarms Cloud API
</a>
</li>
<li class="md-tabs__item">
<a href="swarms_platform/" class="md-tabs__link">
Swarms Marketplace
</a>
</li>
<li class="md-tabs__item">
<a href="swarms_rs/overview/" class="md-tabs__link">
Swarms Rust
</a>
</li>
<li class="md-tabs__item">
<a href="contributors/main/" class="md-tabs__link">
Contributors
</a>
</li>
<li class="md-tabs__item">
<a href="swarms/concept/vision/" class="md-tabs__link">
About Swarms
</a>
</li>
</ul>
</div>
</nav>
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href="." title="Swarms" class="md-nav__button md-logo" aria-label="Swarms" data-md-component="logo">
<img src="assets/img/swarms-logo.png" alt="logo">
</a>
Swarms
</label>
<div class="md-nav__source">
<a href="https://github.com/kyegomez/swarms" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
kyegomez/swarms
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1" checked>
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="">
<span class="md-ellipsis">
Home
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Home
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--active">
<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
<label class="md-nav__link md-nav__link--active" for="__toc">
<span class="md-ellipsis">
Overview
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a href="." class="md-nav__link md-nav__link--active">
<span class="md-ellipsis">
Overview
</span>
</a>
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#what-is-swarms" class="md-nav__link">
<span class="md-ellipsis">
What is Swarms?
</span>
</a>
<nav class="md-nav" aria-label="What is Swarms?">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#key-capabilities" class="md-nav__link">
<span class="md-ellipsis">
Key Capabilities
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#why-choose-swarms" class="md-nav__link">
<span class="md-ellipsis">
Why Choose Swarms?
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#swarms-installation" class="md-nav__link">
<span class="md-ellipsis">
Swarms Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#update-swarms" class="md-nav__link">
<span class="md-ellipsis">
Update Swarms
</span>
</a>
<nav class="md-nav" aria-label="Update Swarms">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#get-started-building-production-grade-multi-agent-applications" class="md-nav__link">
<span class="md-ellipsis">
Get Started Building Production-Grade Multi-Agent Applications
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#onboarding" class="md-nav__link">
<span class="md-ellipsis">
Onboarding
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#ecosystem" class="md-nav__link">
<span class="md-ellipsis">
Ecosystem
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#join-the-swarms-community" class="md-nav__link">
<span class="md-ellipsis">
Join the Swarms Community
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#get-support" class="md-nav__link">
<span class="md-ellipsis">
Get Support
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_2" >
<label class="md-nav__link" for="__nav_1_2" id="__nav_1_2_label" tabindex="">
<span class="md-ellipsis">
Onboarding
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_2">
<span class="md-nav__icon md-icon"></span>
Onboarding
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/install/install/" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/install/env/" class="md-nav__link">
<span class="md-ellipsis">
Environment Configuration
</span>
</a>
</li>
<li class="md-nav__item">
<a href="quickstart/" class="md-nav__link">
<span class="md-ellipsis">
Quickstart
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/" class="md-nav__link">
<span class="md-ellipsis">
Multi-Agent Architectures
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/features/" class="md-nav__link">
<span class="md-ellipsis">
Feature Set
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3" >
<label class="md-nav__link" for="__nav_1_3" id="__nav_1_3_label" tabindex="">
<span class="md-ellipsis">
Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3">
<span class="md-nav__icon md-icon"></span>
Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/framework/agents_explained/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/agent/" class="md-nav__link">
<span class="md-ellipsis">
Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/models/agent_and_models/" class="md-nav__link">
<span class="md-ellipsis">
LLM Providers
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/tools/tools_examples/" class="md-nav__link">
<span class="md-ellipsis">
Tools and MCP
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/agent_multi_agent_communication/" class="md-nav__link">
<span class="md-ellipsis">
Multi-Agent Helpers
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/create_agents_yaml/" class="md-nav__link">
<span class="md-ellipsis">
Running Agents with YAML
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3_8" >
<label class="md-nav__link" for="__nav_1_3_8" id="__nav_1_3_8_label" tabindex="0">
<span class="md-ellipsis">
Additional Capabilities
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_3_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3_8">
<span class="md-nav__icon md-icon"></span>
Additional Capabilities
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3_8_1" >
<label class="md-nav__link" for="__nav_1_3_8_1" id="__nav_1_3_8_1_label" tabindex="0">
<span class="md-ellipsis">
Tools Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_3_8_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3_8_1">
<span class="md-nav__icon md-icon"></span>
Tools Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/tools/main/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/tools/build_tool/" class="md-nav__link">
<span class="md-ellipsis">
What are tools?
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/structured_outputs/" class="md-nav__link">
<span class="md-ellipsis">
Structured Outputs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/agent_mcp/" class="md-nav__link">
<span class="md-ellipsis">
Agent MCP Integration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3_8_2" >
<label class="md-nav__link" for="__nav_1_3_8_2" id="__nav_1_3_8_2_label" tabindex="0">
<span class="md-ellipsis">
Long Term Memory Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_3_8_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3_8_2">
<span class="md-nav__icon md-icon"></span>
Long Term Memory Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/memory/diy_memory/" class="md-nav__link">
<span class="md-ellipsis">
Integrating RAG with Agents
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_4" >
<label class="md-nav__link" for="__nav_1_4" id="__nav_1_4_label" tabindex="">
<span class="md-ellipsis">
Third-Party Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_4">
<span class="md-nav__icon md-icon"></span>
Third-Party Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/agents/new_agent/" class="md-nav__link">
<span class="md-ellipsis">
Creating Custom Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/openai_assistant/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Assistant
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/external_party_agents/" class="md-nav__link">
<span class="md-ellipsis">
Integrating External Agents from Griptape, Langchain, etc
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_5" >
<label class="md-nav__link" for="__nav_1_5" id="__nav_1_5_label" tabindex="">
<span class="md-ellipsis">
Reasoning Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_5">
<span class="md-nav__icon md-icon"></span>
Reasoning Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/agents/reasoning_agents_overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/consistency_agent/" class="md-nav__link">
<span class="md-ellipsis">
Self Consistency Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/iterative_agent/" class="md-nav__link">
<span class="md-ellipsis">
IRE Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/reasoning_duo/" class="md-nav__link">
<span class="md-ellipsis">
Reasoning Duo
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/reflexion_agent/" class="md-nav__link">
<span class="md-ellipsis">
Reflexion Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/gkp_agent/" class="md-nav__link">
<span class="md-ellipsis">
GKP Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/agent_judge/" class="md-nav__link">
<span class="md-ellipsis">
Agent Judge
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/agents/reasoning_agent_router/" class="md-nav__link">
<span class="md-ellipsis">
Reasoning Agent Router
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6" >
<label class="md-nav__link" for="__nav_1_6" id="__nav_1_6_label" tabindex="">
<span class="md-ellipsis">
Multi-Agent Architectures
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6">
<span class="md-nav__icon md-icon"></span>
Multi-Agent Architectures
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/concept/swarm_architectures/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/concept/why/" class="md-nav__link">
<span class="md-ellipsis">
Benefits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/concept/how_to_choose_swarms/" class="md-nav__link">
<span class="md-ellipsis">
Choosing Multi Agent Architecture
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_4" >
<label class="md-nav__link" for="__nav_1_6_4" id="__nav_1_6_4_label" tabindex="0">
<span class="md-ellipsis">
Board of Directors
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_6_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_4">
<span class="md-nav__icon md-icon"></span>
Board of Directors
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/board_of_directors/board_of_directors_swarm/" class="md-nav__link">
<span class="md-ellipsis">
BoardOfDirectorsSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/board_of_directors/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/board_of_directors/board_of_directors_workflow/" class="md-nav__link">
<span class="md-ellipsis">
Workflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/board_of_directors/board_of_directors_roles/" class="md-nav__link">
<span class="md-ellipsis">
Roles & Responsibilities
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/board_of_directors/board_of_directors_decision_making/" class="md-nav__link">
<span class="md-ellipsis">
Decision Making
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5" >
<label class="md-nav__link" for="__nav_1_6_5" id="__nav_1_6_5_label" tabindex="0">
<span class="md-ellipsis">
Documentation
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_6_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5">
<span class="md-nav__icon md-icon"></span>
Documentation
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/custom_swarm/" class="md-nav__link">
<span class="md-ellipsis">
Custom Multi Agent Architectures
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/majorityvoting/" class="md-nav__link">
<span class="md-ellipsis">
MajorityVoting
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/round_robin_swarm/" class="md-nav__link">
<span class="md-ellipsis">
RoundRobin
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/moa/" class="md-nav__link">
<span class="md-ellipsis">
Mixture of Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/spreadsheet_swarm/" class="md-nav__link">
<span class="md-ellipsis">
SpreadSheetSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/forest_swarm/" class="md-nav__link">
<span class="md-ellipsis">
ForestSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/malt/" class="md-nav__link">
<span class="md-ellipsis">
MALT
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/various_execution_methods/" class="md-nav__link">
<span class="md-ellipsis">
Various Execution Methods
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/deep_research_swarm/" class="md-nav__link">
<span class="md-ellipsis">
Deep Research Swarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/council_of_judges/" class="md-nav__link">
<span class="md-ellipsis">
Council of Judges
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/heavy_swarm/" class="md-nav__link">
<span class="md-ellipsis">
Heavy Swarm
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_13" >
<label class="md-nav__link" for="__nav_1_6_5_13" id="__nav_1_6_5_13_label" tabindex="0">
<span class="md-ellipsis">
Hiearchical Architectures
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_13_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_13">
<span class="md-nav__icon md-icon"></span>
Hiearchical Architectures
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/multi_swarm_orchestration/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/hierarchical_swarm/" class="md-nav__link">
<span class="md-ellipsis">
HierarchicalSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/auto_agent_builder/" class="md-nav__link">
<span class="md-ellipsis">
Auto Agent Builder
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/hhcs/" class="md-nav__link">
<span class="md-ellipsis">
Hybrid Hierarchical-Cluster Swarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/auto_swarm_builder/" class="md-nav__link">
<span class="md-ellipsis">
Auto Swarm Builder
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/swarm_matcher/" class="md-nav__link">
<span class="md-ellipsis">
Swarm Matcher
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_14" >
<label class="md-nav__link" for="__nav_1_6_5_14" id="__nav_1_6_5_14_label" tabindex="0">
<span class="md-ellipsis">
Routers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_14_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_14">
<span class="md-nav__icon md-icon"></span>
Routers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/swarm_router/" class="md-nav__link">
<span class="md-ellipsis">
SwarmRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/multi_agent_router/" class="md-nav__link">
<span class="md-ellipsis">
MultiAgentRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/model_router/" class="md-nav__link">
<span class="md-ellipsis">
ModelRouter
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_15" >
<label class="md-nav__link" for="__nav_1_6_5_15" id="__nav_1_6_5_15_label" tabindex="0">
<span class="md-ellipsis">
Configuration
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_15_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_15">
<span class="md-nav__icon md-icon"></span>
Configuration
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/config/board_config/" class="md-nav__link">
<span class="md-ellipsis">
Board of Directors Configuration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_16" >
<label class="md-nav__link" for="__nav_1_6_5_16" id="__nav_1_6_5_16_label" tabindex="0">
<span class="md-ellipsis">
Rearrangers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_16_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_16">
<span class="md-nav__icon md-icon"></span>
Rearrangers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/swarm_rearrange/" class="md-nav__link">
<span class="md-ellipsis">
SwarmRearrange
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/agent_rearrange/" class="md-nav__link">
<span class="md-ellipsis">
AgentRearrange
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_17" >
<label class="md-nav__link" for="__nav_1_6_5_17" id="__nav_1_6_5_17_label" tabindex="0">
<span class="md-ellipsis">
GroupChats
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_17_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_17">
<span class="md-nav__icon md-icon"></span>
GroupChats
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/group_chat/" class="md-nav__link">
<span class="md-ellipsis">
GroupChat
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/interactive_groupchat/" class="md-nav__link">
<span class="md-ellipsis">
Interactive Group Chat
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_18" >
<label class="md-nav__link" for="__nav_1_6_5_18" id="__nav_1_6_5_18_label" tabindex="0">
<span class="md-ellipsis">
Workflows
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_18_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_18">
<span class="md-nav__icon md-icon"></span>
Workflows
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/concurrentworkflow/" class="md-nav__link">
<span class="md-ellipsis">
ConcurrentWorkflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/sequential_workflow/" class="md-nav__link">
<span class="md-ellipsis">
SequentialWorkflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/structs/graph_workflow/" class="md-nav__link">
<span class="md-ellipsis">
GraphWorkflow
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_19" >
<label class="md-nav__link" for="__nav_1_6_5_19" id="__nav_1_6_5_19_label" tabindex="0">
<span class="md-ellipsis">
Storage
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_19_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_19">
<span class="md-nav__icon md-icon"></span>
Storage
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/structs/agent_registry/" class="md-nav__link">
<span class="md-ellipsis">
AgentRegistry
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="swarms/structs/conversation/" class="md-nav__link">
<span class="md-ellipsis">
Communication Structure
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7" >
<label class="md-nav__link" for="__nav_1_7" id="__nav_1_7_label" tabindex="">
<span class="md-ellipsis">
Tools
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_7">
<span class="md-nav__icon md-icon"></span>
Tools
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_tools/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/tools/base_tool/" class="md-nav__link">
<span class="md-ellipsis">
BaseTool Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/tools/mcp_client_call/" class="md-nav__link">
<span class="md-ellipsis">
MCP Client Utils
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4" >
<label class="md-nav__link" for="__nav_1_7_4" id="__nav_1_7_4_label" tabindex="0">
<span class="md-ellipsis">
Vertical Tools
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_7_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_7_4">
<span class="md-nav__icon md-icon"></span>
Vertical Tools
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_tools/finance/" class="md-nav__link">
<span class="md-ellipsis">
Finance
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_tools/search/" class="md-nav__link">
<span class="md-ellipsis">
Search
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4_3" >
<label class="md-nav__link" for="__nav_1_7_4_3" id="__nav_1_7_4_3_label" tabindex="0">
<span class="md-ellipsis">
Social Media
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_7_4_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_7_4_3">
<span class="md-nav__icon md-icon"></span>
Social Media
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_tools/twitter/" class="md-nav__link">
<span class="md-ellipsis">
Twitter
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_8" >
<label class="md-nav__link" for="__nav_1_8" id="__nav_1_8_label" tabindex="">
<span class="md-ellipsis">
Deployment Solutions
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_8">
<span class="md-nav__icon md-icon"></span>
Deployment Solutions
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_cloud/cloud_run/" class="md-nav__link">
<span class="md-ellipsis">
Deploy on Google Cloud Run
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/phala_deploy/" class="md-nav__link">
<span class="md-ellipsis">
Deploy on Phala
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_9" >
<label class="md-nav__link" for="__nav_1_9" id="__nav_1_9_label" tabindex="">
<span class="md-ellipsis">
More About Us
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_9_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_9">
<span class="md-nav__icon md-icon"></span>
More About Us
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/ecosystem/" class="md-nav__link">
<span class="md-ellipsis">
Swarms Ecosystem
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/support/" class="md-nav__link">
<span class="md-ellipsis">
Technical Support
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" >
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
<span class="md-ellipsis">
Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="examples/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="examples/cookbook_index/" class="md-nav__link">
<span class="md-ellipsis">
CookBook Index
</span>
</a>
</li>
<li class="md-nav__item">
<a href="examples/paper_implementations/" class="md-nav__link">
<span class="md-ellipsis">
Paper Implementations
</span>
</a>
</li>
<li class="md-nav__item">
<a href="examples/templates/" class="md-nav__link">
<span class="md-ellipsis">
Templates & Applications
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
<label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
<span class="md-ellipsis">
Basic Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5">
<span class="md-nav__icon md-icon"></span>
Basic Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1" >
<label class="md-nav__link" for="__nav_2_5_1" id="__nav_2_5_1_label" tabindex="0">
<span class="md-ellipsis">
Individual Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_5_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1">
<span class="md-nav__icon md-icon"></span>
Individual Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/basic_agent/" class="md-nav__link">
<span class="md-ellipsis">
Basic Agent
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_2" >
<label class="md-nav__link" for="__nav_2_5_1_2" id="__nav_2_5_1_2_label" tabindex="0">
<span class="md-ellipsis">
Tool Usage
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_2">
<span class="md-nav__icon md-icon"></span>
Tool Usage
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/vision_tools/" class="md-nav__link">
<span class="md-ellipsis">
Agents with Vision and Tool Usage
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/agent_with_tools/" class="md-nav__link">
<span class="md-ellipsis">
Agents with Callable Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/agent_structured_outputs/" class="md-nav__link">
<span class="md-ellipsis">
Agent with Structured Outputs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/agent_with_mcp.md" class="md-nav__link">
<span class="md-ellipsis">
Agent With MCP Integration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_3" >
<label class="md-nav__link" for="__nav_2_5_1_3" id="__nav_2_5_1_3_label" tabindex="0">
<span class="md-ellipsis">
Vision
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_3">
<span class="md-nav__icon md-icon"></span>
Vision
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/vision_processing/" class="md-nav__link">
<span class="md-ellipsis">
Agents with Vision
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/multiple_images/" class="md-nav__link">
<span class="md-ellipsis">
Agent with Multiple Images
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_4" >
<label class="md-nav__link" for="__nav_2_5_1_4" id="__nav_2_5_1_4_label" tabindex="0">
<span class="md-ellipsis">
Utils
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_4">
<span class="md-nav__icon md-icon"></span>
Utils
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="examples/agent_stream/" class="md-nav__link">
<span class="md-ellipsis">
Agent with Streaming
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/agent_output_types/" class="md-nav__link">
<span class="md-ellipsis">
Agent Output Types
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/ui/main/" class="md-nav__link">
<span class="md-ellipsis">
Gradio Chat Interface
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_5" >
<label class="md-nav__link" for="__nav_2_5_1_5" id="__nav_2_5_1_5_label" tabindex="0">
<span class="md-ellipsis">
LLM Providers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_5">
<span class="md-nav__icon md-icon"></span>
LLM Providers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/model_providers/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/openai_example/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/claude/" class="md-nav__link">
<span class="md-ellipsis">
Anthropic
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/groq/" class="md-nav__link">
<span class="md-ellipsis">
Groq
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/cohere/" class="md-nav__link">
<span class="md-ellipsis">
Cohere
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/deepseek/" class="md-nav__link">
<span class="md-ellipsis">
DeepSeek
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/ollama/" class="md-nav__link">
<span class="md-ellipsis">
Ollama
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/openrouter/" class="md-nav__link">
<span class="md-ellipsis">
OpenRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/xai/" class="md-nav__link">
<span class="md-ellipsis">
XAI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/vllm_integration/" class="md-nav__link">
<span class="md-ellipsis">
VLLM
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/llama4/" class="md-nav__link">
<span class="md-ellipsis">
Llama4
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6" >
<label class="md-nav__link" for="__nav_2_6" id="__nav_2_6_label" tabindex="0">
<span class="md-ellipsis">
Advanced Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6">
<span class="md-nav__icon md-icon"></span>
Advanced Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1" >
<label class="md-nav__link" for="__nav_2_6_1" id="__nav_2_6_1_label" tabindex="0">
<span class="md-ellipsis">
Multi-Agent Architectures
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_6_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6_1">
<span class="md-nav__icon md-icon"></span>
Multi-Agent Architectures
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/hierarchical_swarm_example/" class="md-nav__link">
<span class="md-ellipsis">
HierarchicalSwarm Examples
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/board_of_directors_example.md" class="md-nav__link">
<span class="md-ellipsis">
Board of Directors Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/hhcs_examples/" class="md-nav__link">
<span class="md-ellipsis">
Hybrid Hierarchical-Cluster Swarm Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/groupchat_example/" class="md-nav__link">
<span class="md-ellipsis">
Group Chat Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/sequential_example/" class="md-nav__link">
<span class="md-ellipsis">
Sequential Workflow Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/swarm_router/" class="md-nav__link">
<span class="md-ellipsis">
SwarmRouter Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/multi_agent_router_minimal/" class="md-nav__link">
<span class="md-ellipsis">
MultiAgentRouter Minimal Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/concurrent_workflow/" class="md-nav__link">
<span class="md-ellipsis">
ConcurrentWorkflow Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/moa_example/" class="md-nav__link">
<span class="md-ellipsis">
Mixture of Agents Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/unique_swarms/" class="md-nav__link">
<span class="md-ellipsis">
Unique Swarms
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/agents_as_tools/" class="md-nav__link">
<span class="md-ellipsis">
Agents as Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/aggregate/" class="md-nav__link">
<span class="md-ellipsis">
Aggregate Multi-Agent Responses
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/igc_example/" class="md-nav__link">
<span class="md-ellipsis">
Interactive GroupChat Example
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1_14" >
<label class="md-nav__link" for="__nav_2_6_1_14" id="__nav_2_6_1_14_label" tabindex="0">
<span class="md-ellipsis">
Applications
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_6_1_14_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6_1_14">
<span class="md-nav__icon md-icon"></span>
Applications
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/swarms_dao/" class="md-nav__link">
<span class="md-ellipsis">
Swarms DAO
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/swarms_of_browser_agents/" class="md-nav__link">
<span class="md-ellipsis">
Swarms of Browser Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/vllm/" class="md-nav__link">
<span class="md-ellipsis">
ConcurrentWorkflow with VLLM Agents
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
<span class="md-ellipsis">
Swarms Cloud API
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Swarms Cloud API
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_cloud/swarms_api/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/quickstart/" class="md-nav__link">
<span class="md-ellipsis">
Quickstart
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/mcp/" class="md-nav__link">
<span class="md-ellipsis">
MCP Server
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/rate_limits/" class="md-nav__link">
<span class="md-ellipsis">
Rate Limits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/best_practices/" class="md-nav__link">
<span class="md-ellipsis">
Best Practices
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6" >
<label class="md-nav__link" for="__nav_3_6" id="__nav_3_6_label" tabindex="0">
<span class="md-ellipsis">
Capabilities
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6">
<span class="md-nav__icon md-icon"></span>
Capabilities
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_1" >
<label class="md-nav__link" for="__nav_3_6_1" id="__nav_3_6_1_label" tabindex="0">
<span class="md-ellipsis">
Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6_1">
<span class="md-nav__icon md-icon"></span>
Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_cloud/agent_api/" class="md-nav__link">
<span class="md-ellipsis">
Individual Agent Completions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/swarms_api_tools/" class="md-nav__link">
<span class="md-ellipsis">
Tools
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_2" >
<label class="md-nav__link" for="__nav_3_6_2" id="__nav_3_6_2_label" tabindex="0">
<span class="md-ellipsis">
Multi-Agent
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6_2">
<span class="md-nav__icon md-icon"></span>
Multi-Agent
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_cloud/swarm_types/" class="md-nav__link">
<span class="md-ellipsis">
Multi Agent Architectures Available
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_2_2" >
<label class="md-nav__link" for="__nav_3_6_2_2" id="__nav_3_6_2_2_label" tabindex="0">
<span class="md-ellipsis">
Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_3_6_2_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6_2_2">
<span class="md-nav__icon md-icon"></span>
Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/examples/swarms_api_medical/" class="md-nav__link">
<span class="md-ellipsis">
Medical Swarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/examples/swarms_api_finance/" class="md-nav__link">
<span class="md-ellipsis">
Finance Swarm
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7" >
<label class="md-nav__link" for="__nav_3_7" id="__nav_3_7_label" tabindex="0">
<span class="md-ellipsis">
Clients
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_7">
<span class="md-nav__icon md-icon"></span>
Clients
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_cloud/api_clients/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/python_client/" class="md-nav__link">
<span class="md-ellipsis">
Python Client
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/rust_client/" class="md-nav__link">
<span class="md-ellipsis">
Rust Client
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_8" >
<label class="md-nav__link" for="__nav_3_8" id="__nav_3_8_label" tabindex="0">
<span class="md-ellipsis">
Pricing
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_8">
<span class="md-nav__icon md-icon"></span>
Pricing
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_cloud/api_pricing/" class="md-nav__link">
<span class="md-ellipsis">
Pricing
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_cloud/subscription_tiers/" class="md-nav__link">
<span class="md-ellipsis">
Subscription Tiers
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
<span class="md-ellipsis">
Swarms Marketplace
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Swarms Marketplace
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_platform/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" >
<label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0">
<span class="md-ellipsis">
Marketplace
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_2">
<span class="md-nav__icon md-icon"></span>
Marketplace
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_platform/share_and_discover/" class="md-nav__link">
<span class="md-ellipsis">
Share and Discover Agents, Prompts, and Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_platform/monetize/" class="md-nav__link">
<span class="md-ellipsis">
Monetize Your Prompts, Agents, and Tools
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3" >
<label class="md-nav__link" for="__nav_4_3" id="__nav_4_3_label" tabindex="0">
<span class="md-ellipsis">
Platform
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_3">
<span class="md-nav__icon md-icon"></span>
Platform
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_platform/apps_page/" class="md-nav__link">
<span class="md-ellipsis">
Customize Your Sidebar
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_platform/playground_page/" class="md-nav__link">
<span class="md-ellipsis">
Playground
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_platform/apikeys/" class="md-nav__link">
<span class="md-ellipsis">
API Key Management
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_platform/account_management/" class="md-nav__link">
<span class="md-ellipsis">
Account Management
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" >
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
<span class="md-ellipsis">
Swarms Rust
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Swarms Rust
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms_rs/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms_rs/agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
<span class="md-ellipsis">
Contributors
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
Contributors
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="contributors/main/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="contributors/environment_setup/" class="md-nav__link">
<span class="md-ellipsis">
Environment Setup
</span>
</a>
</li>
<li class="md-nav__item">
<a href="corporate/bounty_program/" class="md-nav__link">
<span class="md-ellipsis">
Bounty Program
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_4" >
<label class="md-nav__link" for="__nav_6_4" id="__nav_6_4_label" tabindex="0">
<span class="md-ellipsis">
Development Guides
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_4">
<span class="md-nav__icon md-icon"></span>
Development Guides
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/framework/code_cleanliness/" class="md-nav__link">
<span class="md-ellipsis">
Code Style Guide & Best Practices
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/framework/test/" class="md-nav__link">
<span class="md-ellipsis">
Adding Tests
</span>
</a>
</li>
<li class="md-nav__item">
<a href="contributors/docs/" class="md-nav__link">
<span class="md-ellipsis">
Adding Documentation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="contributors/tools/" class="md-nav__link">
<span class="md-ellipsis">
New Tools & Plugins
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_5" >
<label class="md-nav__link" for="__nav_6_5" id="__nav_6_5_label" tabindex="0">
<span class="md-ellipsis">
Architecture & Design
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_5">
<span class="md-nav__icon md-icon"></span>
Architecture & Design
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/concept/framework_architecture/" class="md-nav__link">
<span class="md-ellipsis">
Understanding Swarms Architecture
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/concept/philosophy/" class="md-nav__link">
<span class="md-ellipsis">
Development Philosophy & Principles
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" >
<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">
<span class="md-ellipsis">
About Swarms
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
About Swarms
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="swarms/concept/vision/" class="md-nav__link">
<span class="md-ellipsis">
Vision & Mission
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/concept/swarm_ecosystem/" class="md-nav__link">
<span class="md-ellipsis">
Swarm Ecosystem
</span>
</a>
</li>
<li class="md-nav__item">
<a href="swarms/products/" class="md-nav__link">
<span class="md-ellipsis">
Products
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#what-is-swarms" class="md-nav__link">
<span class="md-ellipsis">
What is Swarms?
</span>
</a>
<nav class="md-nav" aria-label="What is Swarms?">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#key-capabilities" class="md-nav__link">
<span class="md-ellipsis">
Key Capabilities
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#why-choose-swarms" class="md-nav__link">
<span class="md-ellipsis">
Why Choose Swarms?
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#swarms-installation" class="md-nav__link">
<span class="md-ellipsis">
Swarms Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#update-swarms" class="md-nav__link">
<span class="md-ellipsis">
Update Swarms
</span>
</a>
<nav class="md-nav" aria-label="Update Swarms">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#get-started-building-production-grade-multi-agent-applications" class="md-nav__link">
<span class="md-ellipsis">
Get Started Building Production-Grade Multi-Agent Applications
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#onboarding" class="md-nav__link">
<span class="md-ellipsis">
Onboarding
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#ecosystem" class="md-nav__link">
<span class="md-ellipsis">
Ecosystem
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#join-the-swarms-community" class="md-nav__link">
<span class="md-ellipsis">
Join the Swarms Community
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#get-support" class="md-nav__link">
<span class="md-ellipsis">
Get Support
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="welcome-to-swarms-docs-home">Welcome to Swarms Docs Home<a class="headerlink" href="#welcome-to-swarms-docs-home" title="Permanent link">&para;</a></h1>
<p><a href="https://discord.gg/jM3Z6M9uMq"><img alt="Join our Discord" src="https://img.shields.io/badge/Discord-Join%20our%20server-5865F2?style=for-the-badge&amp;logo=discord&amp;logoColor=white" /></a> <a href="https://www.youtube.com/@kyegomez3242"><img alt="Subscribe on YouTube" src="https://img.shields.io/badge/YouTube-Subscribe-red?style=for-the-badge&amp;logo=youtube&amp;logoColor=white" /></a> <a href="https://www.linkedin.com/in/kye-g-38759a207/"><img alt="Connect on LinkedIn" src="https://img.shields.io/badge/LinkedIn-Connect-blue?style=for-the-badge&amp;logo=linkedin&amp;logoColor=white" /></a> <a href="https://x.com/swarms_corp"><img alt="Follow on X.com" src="https://img.shields.io/badge/X.com-Follow-1DA1F2?style=for-the-badge&amp;logo=x&amp;logoColor=white" /></a></p>
<h2 id="what-is-swarms">What is Swarms?<a class="headerlink" href="#what-is-swarms" title="Permanent link">&para;</a></h2>
<p><strong>Swarms</strong> is the <strong>first and most reliable multi-agent production-grade framework</strong> designed to orchestrate intelligent AI agents at scale. Built for enterprise applications, Swarms enables you to create sophisticated multi-agent systems that can handle complex tasks through collaboration, parallel processing, and intelligent task distribution.</p>
<h3 id="key-capabilities">Key Capabilities<a class="headerlink" href="#key-capabilities" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>🏢 Production-Ready</strong>: Enterprise-grade infrastructure with high reliability, comprehensive logging, and robust error handling</li>
<li><strong>🤖 Multi-Agent Orchestration</strong>: Support for hierarchical swarms, parallel processing, sequential workflows, and dynamic agent rearrangement</li>
<li><strong>🔄 Flexible Integration</strong>: Multi-model support, custom agent creation, extensive tool library, and multiple memory systems</li>
<li><strong>📈 Scalable Architecture</strong>: Concurrent processing, resource management, load balancing, and horizontal scaling capabilities</li>
<li><strong>🛠️ Developer-Friendly</strong>: Simple API, extensive documentation, active community, and CLI tools for rapid development</li>
<li><strong>🔐 Enterprise Security</strong>: Built-in error handling, rate limiting, monitoring integration, and audit logging</li>
</ul>
<h3 id="why-choose-swarms">Why Choose Swarms?<a class="headerlink" href="#why-choose-swarms" title="Permanent link">&para;</a></h3>
<p>Swarms stands out as the <strong>most reliable multi-agent framework</strong> because it was built from the ground up for production environments. Unlike other frameworks that focus on research or simple demos, Swarms provides the infrastructure, tooling, and best practices needed to deploy multi-agent systems in real-world applications.</p>
<p>Whether you're building financial analysis systems, healthcare diagnostics, manufacturing optimization, or any other complex multi-agent application, Swarms provides the foundation you need to succeed.</p>
<h2 id="swarms-installation">Swarms Installation<a class="headerlink" href="#swarms-installation" title="Permanent link">&para;</a></h2>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>pip3<span class="w"> </span>install<span class="w"> </span>swarms
</span></code></pre></div>
<h2 id="update-swarms">Update Swarms<a class="headerlink" href="#update-swarms" title="Permanent link">&para;</a></h2>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>pip3<span class="w"> </span>install<span class="w"> </span>-U<span class="w"> </span>swarms
</span></code></pre></div>
<h3 id="get-started-building-production-grade-multi-agent-applications"><strong>Get Started Building Production-Grade Multi-Agent Applications</strong><a class="headerlink" href="#get-started-building-production-grade-multi-agent-applications" title="Permanent link">&para;</a></h3>
<h2 id="onboarding">Onboarding<a class="headerlink" href="#onboarding" title="Permanent link">&para;</a></h2>
<table>
<thead>
<tr>
<th>Section</th>
<th>Links</th>
</tr>
</thead>
<tbody>
<tr>
<td>Installation</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/install/install/">Installation</a></td>
</tr>
<tr>
<td>Quickstart</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/install/quickstart/">Get Started</a></td>
</tr>
<tr>
<td>Environment Setup</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/install/workspace_manager/">Environment Configuration</a></td>
</tr>
<tr>
<td>Environment Variables</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/install/env/">Environment Variables</a></td>
</tr>
<tr>
<td>Swarms CLI</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/cli/main/">CLI Documentation</a></td>
</tr>
<tr>
<td>Agent Internal Mechanisms</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/framework/agents_explained/">Agent Architecture</a></td>
</tr>
<tr>
<td>Agent API</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/structs/agent/">Agent API</a></td>
</tr>
<tr>
<td>Managing Prompts in Production</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/prompts/main/">Prompts Management</a></td>
</tr>
<tr>
<td>Integrating External Agents</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/agents/external_party_agents/">External Agents Integration</a></td>
</tr>
<tr>
<td>Creating Agents from YAML</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/agents/create_agents_yaml/">YAML Agent Creation</a></td>
</tr>
<tr>
<td>Why You Need Swarms</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/concept/why/">Why MultiAgent Collaboration</a></td>
</tr>
<tr>
<td>Swarm Architectures Analysis</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/">Swarm Architectures</a></td>
</tr>
<tr>
<td>Choosing the Right Swarm</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/concept/how_to_choose_swarms/">How to Choose Swarms</a></td>
</tr>
<tr>
<td>Full API Reference</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/framework/reference/">API Reference</a></td>
</tr>
<tr>
<td>AgentRearrange Docs</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/structs/agent_rearrange/">AgentRearrange</a></td>
</tr>
</tbody>
</table>
<h2 id="ecosystem">Ecosystem<a class="headerlink" href="#ecosystem" title="Permanent link">&para;</a></h2>
<p>Here you'll find references about the Swarms framework, marketplace, community, and more to enable you to build your multi-agent applications.</p>
<table>
<thead>
<tr>
<th>Section</th>
<th>Links</th>
</tr>
</thead>
<tbody>
<tr>
<td>Swarms Python Framework Docs</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/install/install/">Framework Docs</a></td>
</tr>
<tr>
<td>Swarms Cloud API</td>
<td><a href="https://docs.swarms.world/en/latest/swarms_cloud/swarms_api/">Cloud API</a></td>
</tr>
<tr>
<td>Swarms Marketplace API</td>
<td><a href="https://docs.swarms.world/en/latest/swarms_platform/">Marketplace API</a></td>
</tr>
<tr>
<td>Swarms Memory Systems</td>
<td><a href="https://docs.swarms.world/en/latest/swarms_memory/">Memory Systems</a></td>
</tr>
<tr>
<td>Available Models</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/models/">Models Overview</a></td>
</tr>
<tr>
<td>Swarms Tools</td>
<td><a href="https://docs.swarms.world/en/latest/swarms_tools/overview/">Tools Overview</a></td>
</tr>
<tr>
<td>Example Applications</td>
<td><a href="https://docs.swarms.world/en/latest/swarms/examples">Examples</a></td>
</tr>
<tr>
<td>Swarms Corp Github</td>
<td><a href="https://github.com/The-Swarm-Corporation">Swarms Corp GitHub</a></td>
</tr>
</tbody>
</table>
<h2 id="join-the-swarms-community">Join the Swarms Community<a class="headerlink" href="#join-the-swarms-community" title="Permanent link">&para;</a></h2>
<table>
<thead>
<tr>
<th>Platform</th>
<th>Link</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>📚 Documentation</td>
<td><a href="https://docs.swarms.world">docs.swarms.world</a></td>
<td>Official documentation and guides</td>
</tr>
<tr>
<td>📝 Blog</td>
<td><a href="https://medium.com/@kyeg">Medium</a></td>
<td>Latest updates and technical articles</td>
</tr>
<tr>
<td>💬 Discord</td>
<td><a href="https://discord.gg/jM3Z6M9uMq">Join Discord</a></td>
<td>Live chat and community support</td>
</tr>
<tr>
<td>🐦 Twitter</td>
<td><a href="https://twitter.com/kyegomez">@kyegomez</a></td>
<td>Latest news and announcements</td>
</tr>
<tr>
<td>👥 LinkedIn</td>
<td><a href="https://www.linkedin.com/company/the-swarm-corporation">The Swarm Corporation</a></td>
<td>Professional network and updates</td>
</tr>
<tr>
<td>📺 YouTube</td>
<td><a href="https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ">Swarms Channel</a></td>
<td>Tutorials and demos</td>
</tr>
<tr>
<td>🎫 Events</td>
<td><a href="https://lu.ma/5p2jnc2v">Sign up here</a></td>
<td>Join our community events</td>
</tr>
</tbody>
</table>
<h2 id="get-support">Get Support<a class="headerlink" href="#get-support" title="Permanent link">&para;</a></h2>
<p>Want to get in touch with the Swarms team? Open an issue on <a href="https://github.com/kyegomez/swarms/issues/new">GitHub</a> or reach out to us via <a href="mailto:kye@swarms.world">email</a>. We're here to help!</p>
<aside class="md-source-file">
<span class="md-source-file__fact">
<span class="md-icon" title="Last update">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg>
</span>
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="July 26, 2025 08:54:31 UTC">July 26, 2025</span>
</span>
<span class="md-source-file__fact">
<span class="md-icon" title="Created">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3z"/></svg>
</span>
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="July 26, 2025 08:54:31 UTC">July 26, 2025</span>
</span>
<span class="md-source-file__fact">
<span class="md-icon" title="Contributors">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 5.5A3.5 3.5 0 0 1 15.5 9a3.5 3.5 0 0 1-3.5 3.5A3.5 3.5 0 0 1 8.5 9 3.5 3.5 0 0 1 12 5.5M5 8c.56 0 1.08.15 1.53.42-.15 1.43.27 2.85 1.13 3.96C7.16 13.34 6.16 14 5 14a3 3 0 0 1-3-3 3 3 0 0 1 3-3m14 0a3 3 0 0 1 3 3 3 3 0 0 1-3 3c-1.16 0-2.16-.66-2.66-1.62a5.54 5.54 0 0 0 1.13-3.96c.45-.27.97-.42 1.53-.42M5.5 18.25c0-2.07 2.91-3.75 6.5-3.75s6.5 1.68 6.5 3.75V20h-13zM0 20v-1.5c0-1.39 1.89-2.56 4.45-2.9-.59.68-.95 1.62-.95 2.65V20zm24 0h-3.5v-1.75c0-1.03-.36-1.97-.95-2.65 2.56.34 4.45 1.51 4.45 2.9z"/></svg>
</span>
<nav>
</nav>
</span>
<span class="md-source-file__fact">
<span class="md-icon" title="Contributors">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 2A10 10 0 0 0 2 12c0 4.42 2.87 8.17 6.84 9.5.5.08.66-.23.66-.5v-1.69c-2.77.6-3.36-1.34-3.36-1.34-.46-1.16-1.11-1.47-1.11-1.47-.91-.62.07-.6.07-.6 1 .07 1.53 1.03 1.53 1.03.87 1.52 2.34 1.07 2.91.83.09-.65.35-1.09.63-1.34-2.22-.25-4.55-1.11-4.55-4.92 0-1.11.38-2 1.03-2.71-.1-.25-.45-1.29.1-2.64 0 0 .84-.27 2.75 1.02.79-.22 1.65-.33 2.5-.33s1.71.11 2.5.33c1.91-1.29 2.75-1.02 2.75-1.02.55 1.35.2 2.39.1 2.64.65.71 1.03 1.6 1.03 2.71 0 3.82-2.34 4.66-4.57 4.91.36.31.69.92.69 1.85V21c0 .27.16.59.67.5C19.14 20.16 22 16.42 22 12A10 10 0 0 0 12 2"/></svg>
</span>
<span>GitHub</span>
<nav>
<a href="https://github.com/kyegomez" class="md-author" title="@kyegomez">
<img src="https://avatars.githubusercontent.com/u/98760976?v=4&size=72" alt="kyegomez">
</a>
<a href="https://github.com/invalid-email-address" class="md-author" title="@invalid-email-address">
<img src="https://avatars.githubusercontent.com/u/148100?v=4&size=72" alt="invalid-email-address">
</a>
<a href="https://github.com/web-flow" class="md-author" title="@web-flow">
<img src="https://avatars.githubusercontent.com/u/19864447?v=4&size=72" alt="web-flow">
</a>
<a href="https://github.com/Wyatt-Stanke" class="md-author" title="@Wyatt-Stanke">
<img src="https://avatars.githubusercontent.com/u/47758296?v=4&size=72" alt="Wyatt-Stanke">
</a>
</nav>
</span>
</aside>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
<button type="button" class="md-top md-icon" data-md-component="top" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg>
Back to top
</button>
</main>
<footer class="md-footer">
<!-- Custom Footer Links Section -->
<div class="md-footer-custom">
<div class="md-footer-custom__inner md-grid">
<div class="md-footer-links">
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Getting Started</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/install/install/" class="md-footer-links__link">
Installation
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/quickstart/" class="md-footer-links__link">
Quickstart
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/install/env/" class="md-footer-links__link">
Environment Setup
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/examples/basic_agent/" class="md-footer-links__link">
Basic Agent Example
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Core Capabilities</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/agent/" class="md-footer-links__link">
Agents
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/tools/tools_examples/" class="md-footer-links__link">
Tools and MCP
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/" class="md-footer-links__link">
Multi-Agent Architectures
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/sequential_workflow/" class="md-footer-links__link">
Sequential Workflow
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/concurrentworkflow/" class="md-footer-links__link">
Concurrent Workflow
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/hierarchical_swarm/" class="md-footer-links__link">
Hierarchical Swarm
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/swarm_router/" class="md-footer-links__link">
Swarm Router
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Templates & Applications</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/index/" class="md-footer-links__link">
Examples Overview
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/cookbook_index/" class="md-footer-links__link">
Cookbook
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/templates/" class="md-footer-links__link">
Templates
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/paper_implementations/" class="md-footer-links__link">
Paper Implementations
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Contributors</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/contributors/main/" class="md-footer-links__link">
Contributing
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/framework/code_cleanliness/" class="md-footer-links__link">
Code Style Guide
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/contributors/docs/" class="md-footer-links__link">
Adding Documentation
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/corporate/bounty_program/" class="md-footer-links__link">
Bounty Program
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/support/" class="md-footer-links__link">
Support
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Community</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://twitter.com/swarms_corp" class="md-footer-links__link">
Twitter
</a>
</li>
<li class="md-footer-links__item">
<a href="https://discord.gg/jM3Z6M9uMq" class="md-footer-links__link">
Discord
</a>
</li>
<li class="md-footer-links__item">
<a href="https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ" class="md-footer-links__link">
YouTube
</a>
</li>
<li class="md-footer-links__item">
<a href="https://www.linkedin.com/company/the-swarm-corporation" class="md-footer-links__link">
LinkedIn
</a>
</li>
<li class="md-footer-links__item">
<a href="https://medium.com/@kyeg" class="md-footer-links__link">
Blog
</a>
</li>
<li class="md-footer-links__item">
<a href="https://lu.ma/5p2jnc2v" class="md-footer-links__link">
Events
</a>
</li>
<li class="md-footer-links__item">
<a href="https://cal.com/swarms/swarms-onboarding-session" class="md-footer-links__link">
Onboarding Session
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Company Information Section -->
<div class="md-footer-company">
<div class="md-footer-company__inner md-grid">
<div class="md-footer-company__content">
<div class="md-footer-company__brand">
<h3 class="md-footer-company__name">Swarms</h3>
<p class="md-footer-company__description">
Automating the world economy with multi-agent collaboration
</p>
</div>
<div class="md-footer-company__copyright">
<p>&copy; 2024 Swarms. All rights reserved.</p>
</div>
</div>
</div>
</div>
<!-- Original Material Footer -->
<footer class="md-footer">
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="swarms/install/install/" class="md-footer__link md-footer__link--next" aria-label="Next: Installation">
<div class="md-footer__title">
<span class="md-footer__direction">
Next
</span>
<div class="md-ellipsis">
Installation
</div>
</div>
<div class="md-footer__button md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11z"/></svg>
</div>
</a>
</nav>
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
<div class="md-copyright__highlight">
TGSC Corp 2024. All rights reserved.
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
<div class="md-social">
<a href="https://x.com/swarms_corp" target="_blank" rel="noopener" title="x.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253"/></svg>
</a>
<a href="https://github.com/kyegomez/swarms" target="_blank" rel="noopener" title="github.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
</a>
<a href="https://discord.gg/jM3Z6M9uMq" target="_blank" rel="noopener" title="discord.gg" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M524.531 69.836a1.5 1.5 0 0 0-.764-.7A485 485 0 0 0 404.081 32.03a1.82 1.82 0 0 0-1.923.91 338 338 0 0 0-14.9 30.6 447.9 447.9 0 0 0-134.426 0 310 310 0 0 0-15.135-30.6 1.89 1.89 0 0 0-1.924-.91 483.7 483.7 0 0 0-119.688 37.107 1.7 1.7 0 0 0-.788.676C39.068 183.651 18.186 294.69 28.43 404.354a2.02 2.02 0 0 0 .765 1.375 487.7 487.7 0 0 0 146.825 74.189 1.9 1.9 0 0 0 2.063-.676A348 348 0 0 0 208.12 430.4a1.86 1.86 0 0 0-1.019-2.588 321 321 0 0 1-45.868-21.853 1.885 1.885 0 0 1-.185-3.126 251 251 0 0 0 9.109-7.137 1.82 1.82 0 0 1 1.9-.256c96.229 43.917 200.41 43.917 295.5 0a1.81 1.81 0 0 1 1.924.233 235 235 0 0 0 9.132 7.16 1.884 1.884 0 0 1-.162 3.126 301.4 301.4 0 0 1-45.89 21.83 1.875 1.875 0 0 0-1 2.611 391 391 0 0 0 30.014 48.815 1.86 1.86 0 0 0 2.063.7A486 486 0 0 0 610.7 405.729a1.88 1.88 0 0 0 .765-1.352c12.264-126.783-20.532-236.912-86.934-334.541M222.491 337.58c-28.972 0-52.844-26.587-52.844-59.239s23.409-59.241 52.844-59.241c29.665 0 53.306 26.82 52.843 59.239 0 32.654-23.41 59.241-52.843 59.241m195.38 0c-28.971 0-52.843-26.587-52.843-59.239s23.409-59.241 52.843-59.241c29.667 0 53.307 26.82 52.844 59.239 0 32.654-23.177 59.241-52.844 59.241"/></svg>
</a>
<a href="https://www.youtube.com/@kyegomez3242" target="_blank" rel="noopener" title="www.youtube.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M549.655 124.083c-6.281-23.65-24.787-42.276-48.284-48.597C458.781 64 288 64 288 64S117.22 64 74.629 75.486c-23.497 6.322-42.003 24.947-48.284 48.597-11.412 42.867-11.412 132.305-11.412 132.305s0 89.438 11.412 132.305c6.281 23.65 24.787 41.5 48.284 47.821C117.22 448 288 448 288 448s170.78 0 213.371-11.486c23.497-6.321 42.003-24.171 48.284-47.821 11.412-42.867 11.412-132.305 11.412-132.305s0-89.438-11.412-132.305m-317.51 213.508V175.185l142.739 81.205z"/></svg>
</a>
<a href="https://www.linkedin.com/company/swarms-corp/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg>
</a>
</div>
</div>
</div>
</footer>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": ".", "features": ["content.code.copy", "content.code.annotate", "navigation.tabs", "navigation.sections", "navigation.top", "navigation.footer", "announce.dismiss"], "search": "assets/javascripts/workers/search.d50fe291.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
<script src="assets/javascripts/bundle.56ea9cef.min.js"></script>
</body>
</html>
Reference in new issue View Git Blame Copy Permalink