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8406 lines
161 KiB
8406 lines
161 KiB
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<!doctype html>
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<html lang="en" class="no-js">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width,initial-scale=1">
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<meta name="description" content="The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework">
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<meta name="author" content="Swarms">
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<link rel="canonical" href="https://docs.swarms.world/examples/templates/">
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<link rel="prev" href="../paper_implementations/">
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<link rel="next" href="../../swarms/examples/basic_agent/">
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<link rel="icon" href="../../assets/images/favicon.png">
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<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.15">
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<title>Templates & Applications - Swarms</title>
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<link rel="stylesheet" href="../../assets/stylesheets/main.342714a4.min.css">
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<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
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<style>
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/* Custom Footer Styling - Base */
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.md-footer-custom {
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padding: 2.4rem 0 1.2rem;
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border-top: 0.05rem solid var(--md-default-fg-color--lightest);
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}
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.md-footer-custom__inner {
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margin: 0 auto;
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padding: 0 1.2rem;
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}
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.md-footer-links {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(240px, 1fr));
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gap: 2rem;
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max-width: 1220px;
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margin: 0 auto;
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}
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.md-footer-links__section {
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min-width: 0;
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}
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.md-footer-links__title {
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font-size: 0.64rem;
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font-weight: 700;
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margin: 0 0 1rem;
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text-transform: uppercase;
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letter-spacing: 0.1em;
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padding-bottom: 0.4rem;
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}
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.md-footer-links__list {
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list-style: none;
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margin: 0;
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padding: 0;
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}
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.md-footer-links__item {
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margin: 0;
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line-height: 1.8;
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}
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.md-footer-links__link {
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text-decoration: none;
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font-size: 0.7rem;
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display: block;
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padding: 0.1rem 0;
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transition: color 125ms;
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border-radius: 0.1rem;
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}
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.md-footer-links__link:hover,
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.md-footer-links__link:focus {
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color: var(--md-accent-fg-color);
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}
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/* Light Mode (Default) */
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[data-md-color-scheme="default"] .md-footer-custom {
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background: #ffffff;
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border-top-color: #e1e5e9;
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}
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[data-md-color-scheme="default"] .md-footer-links__title {
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color: #2e3440;
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border-bottom: 0.05rem solid #e1e5e9;
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}
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[data-md-color-scheme="default"] .md-footer-links__link {
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color: #636c76;
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}
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[data-md-color-scheme="default"] .md-footer-links__link:hover,
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[data-md-color-scheme="default"] .md-footer-links__link:focus {
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color: #1976d2;
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}
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/* Dark Mode (Slate) */
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[data-md-color-scheme="slate"] .md-footer-custom {
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background: #1F2129;
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border-top-color: #404040;
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}
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[data-md-color-scheme="slate"] .md-footer-links__title {
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color: #ffffff;
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border-bottom: 0.05rem solid #404040;
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}
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[data-md-color-scheme="slate"] .md-footer-links__link {
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color: #9ca3af;
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}
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[data-md-color-scheme="slate"] .md-footer-links__link:hover,
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[data-md-color-scheme="slate"] .md-footer-links__link:focus {
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color: #42a5f5;
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}
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/* Company Information Section - Base */
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.md-footer-company {
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padding: 1.5rem 0;
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border-top: 0.05rem solid var(--md-default-fg-color--lightest);
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}
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.md-footer-company__inner {
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margin: 0 auto;
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padding: 0 1.2rem;
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max-width: 1220px;
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}
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.md-footer-company__content {
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display: flex;
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justify-content: space-between;
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align-items: center;
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flex-wrap: wrap;
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gap: 1rem;
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}
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.md-footer-company__brand {
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flex: 1;
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min-width: 200px;
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}
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.md-footer-company__name {
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margin: 0 0 0.5rem 0;
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font-size: 1.2rem;
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font-weight: 700;
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letter-spacing: 0.05em;
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}
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.md-footer-company__description {
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margin: 0;
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font-size: 0.8rem;
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line-height: 1.4;
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font-style: italic;
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}
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.md-footer-company__copyright {
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text-align: right;
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}
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.md-footer-company__copyright p {
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margin: 0;
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font-size: 0.7rem;
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opacity: 0.8;
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}
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/* Company Section - Light Mode */
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[data-md-color-scheme="default"] .md-footer-company {
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background: #f8f9fa;
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border-top-color: #e1e5e9;
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}
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[data-md-color-scheme="default"] .md-footer-company__name {
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color: #DC143C;
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}
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[data-md-color-scheme="default"] .md-footer-company__description {
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color: #495057;
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}
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[data-md-color-scheme="default"] .md-footer-company__copyright p {
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color: #6c757d;
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}
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/* Company Section - Dark Mode */
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[data-md-color-scheme="slate"] .md-footer-company {
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background: #1F2129;
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border-top-color: #404040;
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}
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[data-md-color-scheme="slate"] .md-footer-company__name {
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color: #DC143C;
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}
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[data-md-color-scheme="slate"] .md-footer-company__description {
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color: #d1d5db;
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}
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[data-md-color-scheme="slate"] .md-footer-company__copyright p {
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color: #9ca3af;
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}
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/* Responsive Design */
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@media screen and (max-width: 76.1875em) {
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.md-footer-links {
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grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
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gap: 1.5rem;
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}
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.md-footer-custom {
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padding: 2rem 0 1rem;
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}
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}
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@media screen and (max-width: 59.9375em) {
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.md-footer-links {
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grid-template-columns: repeat(2, 1fr);
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gap: 1.5rem;
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}
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}
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@media screen and (max-width: 44.9375em) {
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.md-footer-links {
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grid-template-columns: 1fr;
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gap: 1.5rem;
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}
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.md-footer-custom {
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padding: 1.5rem 0 0.8rem;
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}
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.md-footer-custom__inner {
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padding: 0 1rem;
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}
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/* Company section mobile styles */
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.md-footer-company__content {
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flex-direction: column;
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text-align: center;
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gap: 1rem;
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}
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.md-footer-company__brand {
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min-width: auto;
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}
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.md-footer-company__copyright {
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text-align: center;
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}
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.md-footer-company__inner {
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padding: 0 1rem;
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}
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}
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</style>
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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<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">
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<style>:root{--md-text-font:"Fira Sans";--md-code-font:"Fira Code"}</style>
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<link rel="stylesheet" href="../../assets/_mkdocstrings.css">
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<link rel="stylesheet" href="../../assets/css/extra.css">
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<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>
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<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>
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<script>"undefined"!=typeof __md_analytics&&__md_analytics()</script>
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</head>
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<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white">
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<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
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<label class="md-overlay" for="__drawer"></label>
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<div data-md-component="skip">
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<a href="#templates-applications-documentation" class="md-skip">
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Skip to content
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</a>
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</div>
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<div data-md-component="announce">
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<aside class="md-banner">
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<div class="md-banner__inner md-grid md-typeset">
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<button class="md-banner__button md-icon" aria-label="Don't show this again">
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<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>
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</button>
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<div style="text-align:center">
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<a href="https://github.com/kyegomez/swarms">Star and contribute</a> to Swarms on GitHub!
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</div>
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</div>
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<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>
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</aside>
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</div>
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<header class="md-header" data-md-component="header">
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<nav class="md-header__inner md-grid" aria-label="Header">
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<a href="../.." title="Swarms" class="md-header__button md-logo" aria-label="Swarms" data-md-component="logo">
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<img src="../../assets/img/swarms-logo.png" alt="logo">
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</a>
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<label class="md-header__button md-icon" for="__drawer">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
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</label>
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<div class="md-header__title" data-md-component="header-title">
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<div class="md-header__ellipsis">
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<div class="md-header__topic">
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<span class="md-ellipsis">
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Swarms
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</span>
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</div>
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<div class="md-header__topic" data-md-component="header-topic">
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<span class="md-ellipsis">
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Templates & Applications
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</span>
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</div>
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</div>
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</div>
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<form class="md-header__option" data-md-component="palette">
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<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">
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<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" hidden>
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<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>
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</label>
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<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">
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<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_0" hidden>
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<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>
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</label>
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</form>
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<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>
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<label class="md-header__button md-icon" for="__search">
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<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>
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</label>
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<div class="md-search" data-md-component="search" role="dialog">
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<label class="md-search__overlay" for="__search"></label>
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<div class="md-search__inner" role="search">
|
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<form class="md-search__form" name="search">
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<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>
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<label class="md-search__icon md-icon" for="__search">
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<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>
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<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>
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</label>
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<nav class="md-search__options" aria-label="Search">
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<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
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<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>
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</button>
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</nav>
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</form>
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<div class="md-search__output">
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<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
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<div class="md-search-result" data-md-component="search-result">
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<div class="md-search-result__meta">
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Initializing search
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</div>
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<ol class="md-search-result__list" role="presentation"></ol>
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</div>
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</div>
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</div>
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</div>
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</div>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/structs/group_chat/" class="md-nav__link">
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<span class="md-ellipsis">
|
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GroupChat
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/interactive_groupchat/" class="md-nav__link">
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<span class="md-ellipsis">
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Interactive Group Chat
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_18" >
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<label class="md-nav__link" for="__nav_1_6_5_18" id="__nav_1_6_5_18_label" tabindex="0">
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<span class="md-ellipsis">
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Workflows
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_18_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1_6_5_18">
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<span class="md-nav__icon md-icon"></span>
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Workflows
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/structs/concurrentworkflow/" class="md-nav__link">
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<span class="md-ellipsis">
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ConcurrentWorkflow
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/sequential_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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SequentialWorkflow
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/graph_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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GraphWorkflow
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_19" >
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<label class="md-nav__link" for="__nav_1_6_5_19" id="__nav_1_6_5_19_label" tabindex="0">
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<span class="md-ellipsis">
|
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Storage
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_19_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_1_6_5_19">
|
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<span class="md-nav__icon md-icon"></span>
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Storage
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
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<a href="../../swarms/structs/agent_registry/" class="md-nav__link">
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<span class="md-ellipsis">
|
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AgentRegistry
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</span>
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</a>
|
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/conversation/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Communication Structure
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7" >
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<label class="md-nav__link" for="__nav_1_7" id="__nav_1_7_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Tools
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_7_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_1_7">
|
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<span class="md-nav__icon md-icon"></span>
|
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Tools
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
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<a href="../../swarms_tools/overview/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Overview
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/tools/base_tool/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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BaseTool Reference
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/tools/mcp_client_call/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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MCP Client Utils
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4" >
|
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<label class="md-nav__link" for="__nav_1_7_4" id="__nav_1_7_4_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Vertical Tools
|
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</span>
|
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|
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<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
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|
|
<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">
|
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<span class="md-nav__icon md-icon"></span>
|
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Vertical Tools
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms_tools/finance/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Finance
|
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</span>
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms_tools/search/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Search
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4_3" >
|
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<label class="md-nav__link" for="__nav_1_7_4_3" id="__nav_1_7_4_3_label" tabindex="0">
|
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|
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<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>
|
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<li class="md-nav__item">
|
|
<a href="../../swarms_tools/twitter/" class="md-nav__link">
|
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|
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|
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|
|
<span class="md-ellipsis">
|
|
Twitter
|
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|
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</span>
|
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|
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|
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</a>
|
|
</li>
|
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</ul>
|
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</nav>
|
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</li>
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</ul>
|
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</nav>
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</li>
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</ul>
|
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_8" >
|
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|
|
<label class="md-nav__link" for="__nav_1_8" id="__nav_1_8_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
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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>
|
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<li class="md-nav__item">
|
|
<a href="../../swarms_cloud/cloud_run/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
Deploy on Google Cloud Run
|
|
|
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</span>
|
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms_cloud/phala_deploy/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
Deploy on Phala
|
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|
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</span>
|
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</a>
|
|
</li>
|
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</ul>
|
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_9" >
|
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|
|
<label class="md-nav__link" for="__nav_1_9" id="__nav_1_9_label" tabindex="0">
|
|
|
|
|
|
|
|
<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>
|
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More About Us
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
|
<a href="../../swarms/ecosystem/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
Swarms Ecosystem
|
|
|
|
</span>
|
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|
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</a>
|
|
</li>
|
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<li class="md-nav__item">
|
|
<a href="../../swarms/support/" class="md-nav__link">
|
|
|
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|
|
<span class="md-ellipsis">
|
|
Technical Support
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|
|
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</span>
|
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</a>
|
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</li>
|
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
|
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" checked>
|
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|
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="">
|
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|
<span class="md-ellipsis">
|
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Examples
|
|
|
|
</span>
|
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|
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|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
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|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="true">
|
|
<label class="md-nav__title" for="__nav_2">
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Basic Examples
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Individual Agents
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Basic Agent
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</a>
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<span class="md-ellipsis">
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Tool Usage
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_2_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_5_1_2">
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<span class="md-nav__icon md-icon"></span>
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Tool Usage
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/examples/vision_tools/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agents with Vision and Tool Usage
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agent_with_tools/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agents with Callable Tools
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agent_structured_outputs/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agent with Structured Outputs
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agent_with_mcp.md" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agent With MCP Integration
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</span>
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</a>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_3" >
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<label class="md-nav__link" for="__nav_2_5_1_3" id="__nav_2_5_1_3_label" tabindex="0">
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<span class="md-ellipsis">
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Vision
|
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_3_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_5_1_3">
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<span class="md-nav__icon md-icon"></span>
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Vision
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/examples/vision_processing/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agents with Vision
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/multiple_images/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agent with Multiple Images
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</span>
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</a>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_4" >
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<label class="md-nav__link" for="__nav_2_5_1_4" id="__nav_2_5_1_4_label" tabindex="0">
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<span class="md-ellipsis">
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Utils
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_5_1_4">
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<span class="md-nav__icon md-icon"></span>
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Utils
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../agent_stream/" class="md-nav__link">
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<span class="md-ellipsis">
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Agent with Streaming
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agent_output_types/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agent Output Types
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/ui/main/" class="md-nav__link">
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<span class="md-ellipsis">
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Gradio Chat Interface
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</span>
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</a>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_5" >
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<label class="md-nav__link" for="__nav_2_5_1_5" id="__nav_2_5_1_5_label" tabindex="0">
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<span class="md-ellipsis">
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LLM Providers
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_5_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_5_1_5">
|
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<span class="md-nav__icon md-icon"></span>
|
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LLM Providers
|
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/model_providers/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Overview
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/openai_example/" class="md-nav__link">
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<span class="md-ellipsis">
|
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OpenAI
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/claude/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Anthropic
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/groq/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Groq
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/cohere/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Cohere
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/deepseek/" class="md-nav__link">
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<span class="md-ellipsis">
|
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DeepSeek
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/ollama/" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
|
Ollama
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/openrouter/" class="md-nav__link">
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<span class="md-ellipsis">
|
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OpenRouter
|
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</span>
|
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</a>
|
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/xai/" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
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XAI
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/vllm_integration/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
VLLM
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/llama4/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
Llama4
|
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</span>
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</a>
|
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6" >
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<span class="md-ellipsis">
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Advanced Examples
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_6_label" aria-expanded="false">
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<span class="md-nav__icon md-icon"></span>
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Advanced Examples
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1" >
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<label class="md-nav__link" for="__nav_2_6_1" id="__nav_2_6_1_label" tabindex="0">
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<span class="md-ellipsis">
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Multi-Agent Architectures
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_6_1_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2_6_1">
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<span class="md-nav__icon md-icon"></span>
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Multi-Agent Architectures
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/examples/hierarchical_swarm_example/" class="md-nav__link">
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<span class="md-ellipsis">
|
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HierarchicalSwarm Examples
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/board_of_directors_example.md" class="md-nav__link">
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|
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<span class="md-ellipsis">
|
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Board of Directors Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/hhcs_examples/" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
|
Hybrid Hierarchical-Cluster Swarm Example
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/groupchat_example/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Group Chat Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/sequential_example/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
Sequential Workflow Example
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/swarm_router/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
SwarmRouter Example
|
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</span>
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/multi_agent_router_minimal/" class="md-nav__link">
|
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|
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|
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|
|
<span class="md-ellipsis">
|
|
MultiAgentRouter Minimal Example
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/concurrent_workflow/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
ConcurrentWorkflow Example
|
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</span>
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/moa_example/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
Mixture of Agents Example
|
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|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/unique_swarms/" class="md-nav__link">
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<span class="md-ellipsis">
|
|
Unique Swarms
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/agents_as_tools/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
|
Agents as Tools
|
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</span>
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/aggregate/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
Aggregate Multi-Agent Responses
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|
|
</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/igc_example/" class="md-nav__link">
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<span class="md-ellipsis">
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Interactive GroupChat Example
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<a href="../../swarms/examples/swarms_dao/" class="md-nav__link">
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<span class="md-ellipsis">
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Swarms DAO
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms/examples/swarms_of_browser_agents/" class="md-nav__link">
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<span class="md-ellipsis">
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Swarms of Browser Agents
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</span>
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</a>
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<a href="../../swarms/examples/vllm/" class="md-nav__link">
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<span class="md-ellipsis">
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ConcurrentWorkflow with VLLM Agents
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</span>
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</a>
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<span class="md-ellipsis">
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<span class="md-ellipsis">
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MCP Server
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</a>
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<li class="md-nav__item">
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<a href="../../swarms_cloud/rate_limits/" class="md-nav__link">
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<span class="md-ellipsis">
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Rate Limits
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</a>
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<li class="md-nav__item">
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<a href="../../swarms_cloud/best_practices/" class="md-nav__link">
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<span class="md-ellipsis">
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Best Practices
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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Agents
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<span class="md-ellipsis">
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Individual Agent Completions
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<span class="md-ellipsis">
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Tools
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Multi-Agent
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</span>
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<span class="md-nav__icon md-icon"></span>
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Multi-Agent
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<a href="../../swarms_cloud/swarm_types/" class="md-nav__link">
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<span class="md-ellipsis">
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Multi Agent Architectures Available
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</a>
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Examples
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Medical Swarm
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</a>
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Finance Swarm
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</span>
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</a>
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Clients
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</a>
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Rust Client
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<label class="md-nav__link" for="__nav_3_8" id="__nav_3_8_label" tabindex="0">
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<span class="md-ellipsis">
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Pricing
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_8_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_3_8">
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<span class="md-nav__icon md-icon"></span>
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Pricing
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<ul class="md-nav__list" data-md-scrollfix>
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<span class="md-ellipsis">
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Pricing
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Subscription Tiers
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</span>
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</a>
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</nav>
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<span class="md-nav__icon md-icon"></span>
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<span class="md-nav__icon md-icon"></span>
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Swarms Marketplace
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<ul class="md-nav__list" data-md-scrollfix>
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Marketplace
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</span>
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<span class="md-nav__icon md-icon"></span>
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Share and Discover Agents, Prompts, and Tools
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</span>
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</a>
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<a href="../../swarms_platform/monetize/" class="md-nav__link">
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<span class="md-ellipsis">
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Monetize Your Prompts, Agents, and Tools
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</span>
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</a>
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</nav>
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Platform
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<span class="md-nav__icon md-icon"></span>
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<span class="md-nav__icon md-icon"></span>
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<a href="../../swarms_platform/apps_page/" class="md-nav__link">
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<span class="md-ellipsis">
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Customize Your Sidebar
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms_platform/playground_page/" class="md-nav__link">
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<span class="md-ellipsis">
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Playground
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms_platform/apikeys/" class="md-nav__link">
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<span class="md-ellipsis">
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API Key Management
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms_platform/account_management/" class="md-nav__link">
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<span class="md-ellipsis">
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Account Management
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</span>
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</a>
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<span class="md-ellipsis">
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Swarms Rust
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
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<span class="md-nav__icon md-icon"></span>
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Swarms Rust
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Overview
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</a>
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<span class="md-ellipsis">
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</span>
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</a>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
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<span class="md-nav__icon md-icon"></span>
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Contributors
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<a href="../../contributors/main/" class="md-nav__link">
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<span class="md-ellipsis">
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Overview
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</a>
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</a>
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Bounty Program
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</a>
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<span class="md-ellipsis">
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Development Guides
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_6_4">
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<span class="md-nav__icon md-icon"></span>
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Development Guides
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<a href="../../swarms/framework/code_cleanliness/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Code Style Guide & Best Practices
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/framework/test/" class="md-nav__link">
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<span class="md-ellipsis">
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Adding Tests
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../contributors/docs/" class="md-nav__link">
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Adding Documentation
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</span>
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</a>
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</li>
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<a href="../../contributors/tools/" class="md-nav__link">
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</span>
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</a>
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</label>
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Understanding Swarms Architecture
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</a>
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<h1 id="templates-applications-documentation">Templates & Applications Documentation<a class="headerlink" href="#templates-applications-documentation" title="Permanent link">¶</a></h1>
|
|
<p>The Swarms framework is a powerful multi-agent orchestration platform that enables developers to build sophisticated AI agent systems. This documentation showcases the extensive ecosystem of templates, applications, and tools built on the Swarms framework, organized by industry and application type.</p>
|
|
<p>🔗 <strong>Main Repository</strong>: <a href="https://github.com/kyegomez/swarms">Swarms Framework</a></p>
|
|
<hr />
|
|
<h2 id="healthcare-medical-applications">🏥 Healthcare & Medical Applications<a class="headerlink" href="#healthcare-medical-applications" title="Permanent link">¶</a></h2>
|
|
<h3 id="medical-diagnosis-analysis">Medical Diagnosis & Analysis<a class="headerlink" href="#medical-diagnosis-analysis" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/MRI-Swarm">MRI-Swarm</a></td>
|
|
<td>Multi-agent system for MRI image analysis and diagnosis</td>
|
|
<td>Medical Imaging</td>
|
|
<td>Healthcare</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/DermaSwarm">DermaSwarm</a></td>
|
|
<td>Dermatology-focused agent swarm for skin condition analysis</td>
|
|
<td>Medical Diagnosis</td>
|
|
<td>Healthcare</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Multi-Modal-XRAY-Diagnosis-Medical-Swarm-Template">Multi-Modal-XRAY-Diagnosis</a></td>
|
|
<td>X-ray diagnosis using multi-modal AI agents</td>
|
|
<td>Medical Imaging</td>
|
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<td>Healthcare</td>
|
|
</tr>
|
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<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator">Open-MAI-Dx-Orchestrator</a></td>
|
|
<td>Medical AI diagnosis orchestration platform</td>
|
|
<td>Medical Platform</td>
|
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<td>Healthcare</td>
|
|
</tr>
|
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<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/radiology-swarm">radiology-swarm</a></td>
|
|
<td>Radiology-focused multi-agent system</td>
|
|
<td>Medical Imaging</td>
|
|
<td>Healthcare</td>
|
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</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="medical-operations-administration">Medical Operations & Administration<a class="headerlink" href="#medical-operations-administration" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
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</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/MedicalCoderSwarm">MedicalCoderSwarm</a></td>
|
|
<td>Medical coding automation using agent swarms</td>
|
|
<td>Medical Coding</td>
|
|
<td>Healthcare</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/pharma-swarm">pharma-swarm</a></td>
|
|
<td>Pharmaceutical research and development agents</td>
|
|
<td>Pharmaceutical</td>
|
|
<td>Healthcare</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/MedGuard">MedGuard</a></td>
|
|
<td>Medical data security and compliance system</td>
|
|
<td>Medical Security</td>
|
|
<td>Healthcare</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/MedInsight-Pro">MedInsight-Pro</a></td>
|
|
<td>Advanced medical insights and analytics platform</td>
|
|
<td>Medical Analytics</td>
|
|
<td>Healthcare</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="financial-services-trading">💰 Financial Services & Trading<a class="headerlink" href="#financial-services-trading" title="Permanent link">¶</a></h2>
|
|
<h3 id="trading-investment">Trading & Investment<a class="headerlink" href="#trading-investment" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/automated-crypto-fund">automated-crypto-fund</a></td>
|
|
<td>Automated cryptocurrency trading fund management</td>
|
|
<td>Crypto Trading</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/CryptoAgent">CryptoAgent</a></td>
|
|
<td>Cryptocurrency analysis and trading agent</td>
|
|
<td>Crypto Trading</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/AutoHedge">AutoHedge</a></td>
|
|
<td>Automated hedging strategies implementation</td>
|
|
<td>Risk Management</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/BackTesterAgent">BackTesterAgent</a></td>
|
|
<td>Trading strategy backtesting automation</td>
|
|
<td>Trading Tools</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/ForexTreeSwarm">ForexTreeSwarm</a></td>
|
|
<td>Forex trading decision tree swarm system</td>
|
|
<td>Forex Trading</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/HTX-Swarm">HTX-Swarm</a></td>
|
|
<td>HTX exchange integration and trading automation</td>
|
|
<td>Crypto Exchange</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="financial-analysis-management">Financial Analysis & Management<a class="headerlink" href="#financial-analysis-management" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/TickrAgent">TickrAgent</a></td>
|
|
<td>Stock ticker analysis and monitoring agent</td>
|
|
<td>Stock Analysis</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Open-Aladdin">Open-Aladdin</a></td>
|
|
<td>Open-source financial risk management system</td>
|
|
<td>Risk Management</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/CryptoTaxSwarm">CryptoTaxSwarm</a></td>
|
|
<td>Cryptocurrency tax calculation and reporting</td>
|
|
<td>Tax Management</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="insurance-lending">Insurance & Lending<a class="headerlink" href="#insurance-lending" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/InsuranceSwarm">InsuranceSwarm</a></td>
|
|
<td>Insurance claim processing and underwriting</td>
|
|
<td>Insurance</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/MortgageUnderwritingSwarm">MortgageUnderwritingSwarm</a></td>
|
|
<td>Automated mortgage underwriting system</td>
|
|
<td>Lending</td>
|
|
<td>Finance</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="research-development">🔬 Research & Development<a class="headerlink" href="#research-development" title="Permanent link">¶</a></h2>
|
|
<h3 id="scientific-research">Scientific Research<a class="headerlink" href="#scientific-research" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/AI-CoScientist">AI-CoScientist</a></td>
|
|
<td>AI research collaboration platform</td>
|
|
<td>Research Platform</td>
|
|
<td>Science</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/auto-ai-research-team">auto-ai-research-team</a></td>
|
|
<td>Automated AI research team coordination</td>
|
|
<td>Research Automation</td>
|
|
<td>Science</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Research-Paper-Writer-Swarm">Research-Paper-Writer-Swarm</a></td>
|
|
<td>Automated research paper writing system</td>
|
|
<td>Academic Writing</td>
|
|
<td>Science</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="mathematical-analytical">Mathematical & Analytical<a class="headerlink" href="#mathematical-analytical" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Generalist-Mathematician-Swarm">Generalist-Mathematician-Swarm</a></td>
|
|
<td>Mathematical problem-solving agent swarm</td>
|
|
<td>Mathematics</td>
|
|
<td>Science</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="business-marketing">💼 Business & Marketing<a class="headerlink" href="#business-marketing" title="Permanent link">¶</a></h2>
|
|
<h3 id="marketing-content">Marketing & Content<a class="headerlink" href="#marketing-content" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Marketing-Swarm-Template">Marketing-Swarm-Template</a></td>
|
|
<td>Marketing campaign automation template</td>
|
|
<td>Marketing Automation</td>
|
|
<td>Business</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Multi-Agent-Marketing-Course">Multi-Agent-Marketing-Course</a></td>
|
|
<td>Educational course on multi-agent marketing</td>
|
|
<td>Marketing Education</td>
|
|
<td>Business</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/NewsAgent">NewsAgent</a></td>
|
|
<td>News aggregation and analysis agent</td>
|
|
<td>News Analysis</td>
|
|
<td>Business</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="legal-services">Legal Services<a class="headerlink" href="#legal-services" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Legal-Swarm-Template">Legal-Swarm-Template</a></td>
|
|
<td>Legal document processing and analysis</td>
|
|
<td>Legal Technology</td>
|
|
<td>Business</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="development-tools-platforms">🛠️ Development Tools & Platforms<a class="headerlink" href="#development-tools-platforms" title="Permanent link">¶</a></h2>
|
|
<h3 id="core-platforms-operating-systems">Core Platforms & Operating Systems<a class="headerlink" href="#core-platforms-operating-systems" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/AgentOS">AgentOS</a></td>
|
|
<td>Operating system for AI agents</td>
|
|
<td>Agent Platform</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/swarm-ecosystem">swarm-ecosystem</a></td>
|
|
<td>Complete ecosystem for swarm development</td>
|
|
<td>Ecosystem Platform</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/AgentAPIProduction">AgentAPIProduction</a></td>
|
|
<td>Production-ready agent API system</td>
|
|
<td>API Platform</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="development-tools-utilities">Development Tools & Utilities<a class="headerlink" href="#development-tools-utilities" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/DevSwarm">DevSwarm</a></td>
|
|
<td>Development-focused agent swarm</td>
|
|
<td>Development Tools</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/FluidAPI">FluidAPI</a></td>
|
|
<td>Dynamic API generation and management</td>
|
|
<td>API Tools</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/OmniParse">OmniParse</a></td>
|
|
<td>Universal document parsing system</td>
|
|
<td>Document Processing</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/doc-master">doc-master</a></td>
|
|
<td>Documentation generation and management</td>
|
|
<td>Documentation Tools</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="templates-examples">Templates & Examples<a class="headerlink" href="#templates-examples" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Multi-Agent-Template-App">Multi-Agent-Template-App</a></td>
|
|
<td>Template application for multi-agent systems</td>
|
|
<td>Template</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/swarms-examples">swarms-examples</a></td>
|
|
<td>Collection of Swarms framework examples</td>
|
|
<td>Examples</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Phala-Deployment-Template">Phala-Deployment-Template</a></td>
|
|
<td>Deployment template for Phala Network</td>
|
|
<td>Deployment Template</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="educational-resources">📚 Educational Resources<a class="headerlink" href="#educational-resources" title="Permanent link">¶</a></h2>
|
|
<h3 id="courses-guides">Courses & Guides<a class="headerlink" href="#courses-guides" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Enterprise-Grade-Agents-Course">Enterprise-Grade-Agents-Course</a></td>
|
|
<td>Comprehensive course on enterprise AI agents</td>
|
|
<td>Educational Course</td>
|
|
<td>Education</td>
|
|
</tr>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/Agents-Beginner-Guide">Agents-Beginner-Guide</a></td>
|
|
<td>Beginner's guide to AI agents</td>
|
|
<td>Educational Guide</td>
|
|
<td>Education</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3 id="testing-evaluation">Testing & Evaluation<a class="headerlink" href="#testing-evaluation" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Description</th>
|
|
<th>Type</th>
|
|
<th>Repository</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><a href="https://github.com/The-Swarm-Corporation/swarms-evals">swarms-evals</a></td>
|
|
<td>Evaluation framework for swarm systems</td>
|
|
<td>Testing Framework</td>
|
|
<td>Development</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="getting-started">🚀 Getting Started<a class="headerlink" href="#getting-started" title="Permanent link">¶</a></h2>
|
|
<h3 id="prerequisites">Prerequisites<a class="headerlink" href="#prerequisites" title="Permanent link">¶</a></h3>
|
|
<ul>
|
|
<li>
|
|
<p>Python 3.8+</p>
|
|
</li>
|
|
<li>
|
|
<p>Basic understanding of AI agents and multi-agent systems</p>
|
|
</li>
|
|
<li>
|
|
<p>Familiarity with the Swarms framework</p>
|
|
</li>
|
|
</ul>
|
|
<h3 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">¶</a></h3>
|
|
<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>pip<span class="w"> </span>install<span class="w"> </span>swarms
|
|
</span></code></pre></div>
|
|
<h3 id="quick-start">Quick Start<a class="headerlink" href="#quick-start" title="Permanent link">¶</a></h3>
|
|
<ol>
|
|
<li>
|
|
<p>Choose a template from the categories above</p>
|
|
</li>
|
|
<li>
|
|
<p>Clone the repository</p>
|
|
</li>
|
|
<li>
|
|
<p>Follow the setup instructions in the README</p>
|
|
</li>
|
|
<li>
|
|
<p>Customize the agents for your specific use case</p>
|
|
</li>
|
|
</ol>
|
|
<hr />
|
|
<h2 id="contributing">🤝 Contributing<a class="headerlink" href="#contributing" title="Permanent link">¶</a></h2>
|
|
<p>The Swarms ecosystem is constantly growing. To contribute:</p>
|
|
<ol>
|
|
<li>Fork the main <a href="https://github.com/kyegomez/swarms">Swarms repository</a></li>
|
|
<li>Create your feature branch</li>
|
|
<li>Submit a pull request</li>
|
|
<li>Join the community discussions</li>
|
|
</ol>
|
|
<hr />
|
|
<h2 id="support-community">📞 Support & Community<a class="headerlink" href="#support-community" title="Permanent link">¶</a></h2>
|
|
<p>Join our community of agent engineers and researchers for technical support, cutting-edge updates, and exclusive access to world-class agent engineering insights!</p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Platform</th>
|
|
<th>Description</th>
|
|
<th>Link</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>🏠 Main Repository</td>
|
|
<td>Swarms Framework</td>
|
|
<td><a href="https://github.com/kyegomez/swarms">GitHub</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>🏢 Organization</td>
|
|
<td>The Swarm Corporation</td>
|
|
<td><a href="https://github.com/The-Swarm-Corporation">GitHub Org</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>🌐 Website</td>
|
|
<td>Official project website</td>
|
|
<td><a href="https://swarms.ai">swarms.ai</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>📚 Documentation</td>
|
|
<td>Official documentation and guides</td>
|
|
<td><a href="https://docs.swarms.world">docs.swarms.world</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>📝 Blog</td>
|
|
<td>Latest updates and technical articles</td>
|
|
<td><a href="https://medium.com/@kyeg">Medium</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>💬 Discord</td>
|
|
<td>Live chat and community support</td>
|
|
<td><a href="https://discord.gg/jM3Z6M9uMq">Join Discord</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>🐦 Twitter</td>
|
|
<td>Latest news and announcements</td>
|
|
<td><a href="https://twitter.com/kyegomez">@kyegomez</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>👥 LinkedIn</td>
|
|
<td>Professional network and updates</td>
|
|
<td><a href="https://www.linkedin.com/company/the-swarm-corporation">The Swarm Corporation</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>📺 YouTube</td>
|
|
<td>Tutorials and demos</td>
|
|
<td><a href="https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ">Swarms Channel</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>🎫 Events</td>
|
|
<td>Join our community events</td>
|
|
<td><a href="https://lu.ma/5p2jnc2v">Sign up here</a></td>
|
|
</tr>
|
|
<tr>
|
|
<td>🚀 Onboarding Session</td>
|
|
<td>Get onboarded with Kye Gomez, creator and lead maintainer of Swarms</td>
|
|
<td><a href="https://cal.com/swarms/swarms-onboarding-session">Book Session</a></td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="statistics">📊 Statistics<a class="headerlink" href="#statistics" title="Permanent link">¶</a></h2>
|
|
<ul>
|
|
<li>
|
|
<p><strong>Total Projects</strong>: 35+</p>
|
|
</li>
|
|
<li>
|
|
<p><strong>Industries Covered</strong>: Healthcare, Finance, Research, Business, Development</p>
|
|
</li>
|
|
<li>
|
|
<p><strong>Project Types</strong>: Templates, Applications, Tools, Educational Resources</p>
|
|
</li>
|
|
<li>
|
|
<p><strong>Active Development</strong>: Continuous updates and new additions</p>
|
|
</li>
|
|
</ul>
|
|
<hr />
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<aside class="md-source-file">
|
|
|
|
|
|
<span class="md-source-file__fact">
|
|
<span class="md-icon" title="Last update">
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