Files
2026-09-13 21:55:56 +00:00

7398 lines
122 KiB
HTML

<!--
Copyright 2026 Google LLC
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
-->
<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="Build powerful multi-agent systems with Agent Development Kit (ADK)">
<link rel="canonical" href="https://adk.dev/integrations/agentops/">
<link rel="icon" href="../../assets/agent-development-kit.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.7.0">
<title>AgentOps observability for ADK - Agent Development Kit (ADK)</title>
<link rel="stylesheet" href="../../assets/stylesheets/main.618322db.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.ab4e12ef.min.css">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
<link rel="stylesheet" href="../../stylesheets/custom.css">
<link rel="stylesheet" href="../../stylesheets/language-tags.css">
<script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
<script id="__analytics">function __md_analytics(){function e(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],e("js",new Date),e("config","G-DKHZS27PHP"),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-DKHZS27PHP",{page_path:t.pathname})}))}));var t=document.createElement("script");t.async=!0,t.src="https://www.googletagmanager.com/gtag/js?id=G-DKHZS27PHP",document.getElementById("__analytics").insertAdjacentElement("afterEnd",t)}</script>
<script>if("undefined"!=typeof __md_analytics){var consent=__md_get("__consent");consent&&consent.analytics&&__md_analytics()}</script>
<!-- HTML Meta Tags -->
<title>Agent Development Kit (ADK)</title>
<meta name="description" content="Build powerful multi-agent systems with Agent Development Kit (ADK)">
<!-- Facebook Meta Tags -->
<meta property="og:url" content="https://adk.dev">
<meta property="og:type" content="website">
<meta property="og:title" content="Agent Development Kit (ADK)">
<meta property="og:description" content="Build powerful multi-agent systems with Agent Development Kit (ADK)">
<meta property="og:image" content="https://adk.dev/assets/adk-social-card.png">
<!-- Twitter Meta Tags -->
<meta name="twitter:card" content="summary_large_image">
<meta property="twitter:domain" content="adk.dev">
<meta property="twitter:url" content="https://adk.dev">
<meta name="twitter:title" content="Agent Development Kit (ADK)">
<meta name="twitter:description" content="Build powerful multi-agent systems with Agent Development Kit (ADK)">
<meta name="twitter:image" content="https://adk.dev/assets/adk-social-card.png">
<!-- Pagefind search UI. hooks/pagefind.py builds the index and guards both
filenames, so a third asset added here needs adding there too. -->
<link rel="stylesheet" href="../../pagefind/pagefind-component-ui.css">
<script type="module" src="../../pagefind/pagefind-component-ui.js"></script>
<!-- `| url` covers only the assets above. document.currentScript is null in a
module script, so the bundle always fetches its index from the origin
root: correct at a root domain, wrong under a subpath. -->
<!-- Raise termSimilarity so "LlmAgent" beats pages that merely say "agent"
often. Set on pagefindOptions, which is read lazily; configureInstance()
is ignored once the components create the instance on connect. -->
<script type="module">
window.PagefindComponents
.getInstanceManager()
.getInstance("default")
.pagefindOptions.ranking = { termSimilarity: 2.0 };
</script>
<!-- Mirror Material's data-md-color-scheme onto data-pf-theme, the only
thing that switches Pagefind's dark palette. -->
<script>
(function () {
var sync = function () {
var root = document.documentElement;
if (document.body.getAttribute("data-md-color-scheme") === "slate") {
root.setAttribute("data-pf-theme", "dark");
} else {
root.removeAttribute("data-pf-theme");
}
};
document.addEventListener("DOMContentLoaded", function () {
sync();
new MutationObserver(sync).observe(document.body, {
attributes: true,
attributeFilter: ["data-md-color-scheme"],
});
});
})();
</script>
<!-- Upstream bug: reset-on-close clears the results but never the input, so
the next keystroke appends to the old query. Writing through the native
setter keeps the component in step. Delete this once Pagefind fixes it. -->
<script>
(function () {
document.addEventListener("DOMContentLoaded", function () {
var modal = document.querySelector("pagefind-modal");
// Bind once: the modal outlives instant navigation.
if (!modal || modal.dataset.adkPfClearOnClose) return;
modal.dataset.adkPfClearOnClose = "1";
modal.addEventListener(
"close",
function () {
var input =
modal.querySelector("input") ||
(modal.shadowRoot && modal.shadowRoot.querySelector("input"));
if (!input || !input.value) return;
Object.getOwnPropertyDescriptor(
HTMLInputElement.prototype,
"value",
).set.call(input, "");
input.dispatchEvent(
new Event("input", { bubbles: true, composed: true }),
);
},
true, // `close` does not bubble, but capture still reaches it.
);
});
})();
</script>
<!-- Result links are light DOM, so navigation.instant swaps the page without
unloading the header and the modal stays open. document$ emits after every
swap; close() no-ops when the modal is already closed. -->
<script>
(function () {
document.addEventListener("DOMContentLoaded", function () {
if (!window.document$ || window.__adkPagefindCloseOnNav) return;
window.__adkPagefindCloseOnNav = true;
window.document$.subscribe(function () {
var modal = document.querySelector("pagefind-modal");
if (modal && typeof modal.close === "function") modal.close();
});
});
})();
</script>
<!-- Restore the `/` and `s` shortcuts lost with Material's search plugin;
Pagefind's trigger parses one binding only, already spent on mod+k.
Ignore them with a modifier held, while typing, or while already open. -->
<script>
(function () {
if (window.__adkPagefindSearchKeys) return;
window.__adkPagefindSearchKeys = true;
document.addEventListener("keydown", function (event) {
if (event.key !== "/" && event.key !== "s") return;
if (event.ctrlKey || event.metaKey || event.altKey) return;
var target = event.target;
if (target instanceof Element) {
if (target.isContentEditable) return;
if (target.closest("input, textarea, select")) return;
}
var modal = document.querySelector("pagefind-modal");
if (!modal || typeof modal.open !== "function") return;
var dialog = modal.querySelector("dialog");
if (dialog && dialog.open) return;
event.preventDefault();
modal.open();
});
})();
</script>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#agentops-observability-for-adk" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
<aside class="md-banner">
<div class="md-banner__inner md-grid md-typeset">
<span class="announce-item">
<strong>Released!</strong>
<a href="/2.0/">
ADK TypeScript 2.0 GA
</a>
is now available with graph workflows support! <a href="/graphs/#typescript">Get started</a>
</span>
</div>
</aside>
</div>
<!--
Copyright 2025 Google LLC
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
-->
<!-- Determine classes -->
<!-- Header -->
<header class="md-header" data-md-component="header">
<nav
class="md-header__inner md-grid"
aria-label="Header"
>
<!-- Link to home -->
<a
href="../.."
title="Agent Development Kit (ADK)"
class="md-header__button md-logo"
aria-label="Agent Development Kit (ADK)"
data-md-component="logo"
>
<img src="../../assets/agent-development-kit.png" alt="logo">
</a>
<!-- Button to open drawer -->
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<!-- Header title -->
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
<a
href="../.."
title="Agent Development Kit (ADK)"
aria-label="Agent Development Kit (ADK)"
data-md-component="logo"
>
Agent Development Kit (ADK)
</a>
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
AgentOps observability for ADK
</a>
</span>
</div>
</div>
</div>
<!-- Language SDK repository links -->
<div class="lang-header-repos">
<div class="lang-repos">
<a href="https://github.com/google/adk-python"
title="adk-python on GitHub"
class="lang-item">
<img src="/assets/icon-python.svg"
alt="Python" class="lang-icon" width="24" height="24" />
<span class="lang-label">Python</span>
</a>
<a href="https://github.com/google/adk-js"
title="adk-js on GitHub"
class="lang-item">
<img src="/assets/icon-typescript.svg"
alt="TypeScript" class="lang-icon" width="24" height="24" />
<span class="lang-label">JS</span>
</a>
<a href="https://github.com/google/adk-go"
title="adk-go on GitHub"
class="lang-item">
<img src="/assets/icon-go.svg"
alt="Go" class="lang-icon" width="24" height="24" />
<span class="lang-label">Go</span>
</a>
<a href="https://github.com/google/adk-java"
title="adk-java on GitHub"
class="lang-item">
<img src="/assets/icon-java.svg"
alt="Java" class="lang-icon" width="24" height="24" />
<span class="lang-label">Java</span>
</a>
<a href="https://github.com/google/adk-kotlin"
title="adk-kotlin on GitHub"
class="lang-item">
<img src="/assets/icon-kotlin.svg"
alt="Kotlin" class="lang-icon" width="24" height="24" />
<span class="lang-label">Kotlin</span>
</a>
</div>
</div>
<!-- Color palette toggle -->
<form class="md-header__option" data-md-component="palette">
<input class="md-option" data-md-color-media="" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_0">
<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a4 4 0 0 0-4 4 4 4 0 0 0 4 4 4 4 0 0 0 4-4 4 4 0 0 0-4-4m0 10a6 6 0 0 1-6-6 6 6 0 0 1 6-6 6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>
</label>
<input class="md-option" data-md-color-media="" data-md-color-scheme="slate" data-md-color-primary="grey" data-md-color-accent="grey" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_1">
<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_0" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 18c-.89 0-1.74-.2-2.5-.55C11.56 16.5 13 14.42 13 12s-1.44-4.5-3.5-5.45C10.26 6.2 11.11 6 12 6a6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>
</label>
</form>
<!-- User preference: color palette -->
<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>
<!-- Site language selector -->
<!-- Pagefind search. Both live in the header nav, which survives
navigation.instant DOM swaps, so the modal keeps its state. -->
<pagefind-modal-trigger placeholder="Search"></pagefind-modal-trigger>
<pagefind-modal reset-on-close></pagefind-modal>
</nav>
<!-- Navigation tabs (sticky) -->
</header>
<div class="md-container" data-md-component="container">
<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
<div class="md-grid">
<ul class="md-tabs__list">
<li class="md-tabs__item">
<a href="../.." class="md-tabs__link">
Home
</a>
</li>
<li class="md-tabs__item">
<a href="../../get-started/" class="md-tabs__link">
Build Agents
</a>
</li>
<li class="md-tabs__item">
<a href="../../runtime/" class="md-tabs__link">
Run Agents
</a>
</li>
<li class="md-tabs__item">
<a href="../../get-started/about/" class="md-tabs__link">
Components
</a>
</li>
<li class="md-tabs__item">
<a href="../" class="md-tabs__link">
Integrations
</a>
</li>
<li class="md-tabs__item">
<a href="../../api-reference/" class="md-tabs__link">
Reference
</a>
</li>
<li class="md-tabs__item">
<a href="../../community/" class="md-tabs__link">
Community
</a>
</li>
<li class="md-tabs__item">
<a href="../../2.0/" class="md-tabs__link">
ADK 2.0
</a>
</li>
</ul>
</div>
</nav>
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<!--
Copyright (c) 2016-2025 Martin Donath <martin.donath@squidfunk.com>
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to
deal in the Software without restriction, including without limitation the
rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
sell copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
IN THE SOFTWARE.
-->
<!-- Determine classes -->
<!-- Navigation -->
<nav
class="md-nav md-nav--primary md-nav--lifted"
aria-label="Navigation"
data-md-level="0"
>
<!-- Repository information -->
<div class="md-nav__source">
<div class="lang-repos">
<a href="https://github.com/google/adk-python"
title="adk-python on GitHub"
class="lang-item">
<img src="/assets/icon-python.svg"
alt="Python" class="lang-icon" width="24" height="24" />
<span class="lang-label">Python</span>
</a>
<a href="https://github.com/google/adk-js"
title="adk-js on GitHub"
class="lang-item">
<img src="/assets/icon-typescript.svg"
alt="TypeScript" class="lang-icon" width="24" height="24" />
<span class="lang-label">JS</span>
</a>
<a href="https://github.com/google/adk-go"
title="adk-go on GitHub"
class="lang-item">
<img src="/assets/icon-go.svg"
alt="Go" class="lang-icon" width="24" height="24" />
<span class="lang-label">Go</span>
</a>
<a href="https://github.com/google/adk-java"
title="adk-java on GitHub"
class="lang-item">
<img src="/assets/icon-java.svg"
alt="Java" class="lang-icon" width="24" height="24" />
<span class="lang-label">Java</span>
</a>
<a href="https://github.com/google/adk-kotlin"
title="adk-kotlin on GitHub"
class="lang-item">
<img src="/assets/icon-kotlin.svg"
alt="Kotlin" class="lang-icon" width="24" height="24" />
<span class="lang-label">Kotlin</span>
</a>
</div>
</div>
<!-- Navigation list -->
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../.." class="md-nav__link">
<span class="md-ellipsis">
Home
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" >
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
<span class="md-ellipsis">
Build Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Build Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_1" >
<div class="md-nav__link md-nav__container">
<a href="../../get-started/" class="md-nav__link ">
<span class="md-ellipsis">
Get Started
</span>
</a>
<label class="md-nav__link " for="__nav_2_1" id="__nav_2_1_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_1">
<span class="md-nav__icon md-icon"></span>
Get Started
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../get-started/python/" class="md-nav__link">
<span class="md-ellipsis">
Python
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/typescript/" class="md-nav__link">
<span class="md-ellipsis">
TypeScript
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/go/" class="md-nav__link">
<span class="md-ellipsis">
Go
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/java/" class="md-nav__link">
<span class="md-ellipsis">
Java
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/kotlin/" class="md-nav__link">
<span class="md-ellipsis">
Kotlin
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/agents-cli/" class="md-nav__link">
<span class="md-ellipsis">
Agents CLI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/installation/" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/google-cloud/" class="md-nav__link">
<span class="md-ellipsis">
Google Cloud
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get-started/migrate/" class="md-nav__link">
<span class="md-ellipsis">
Migrate to ADK
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_2" >
<div class="md-nav__link md-nav__container">
<a href="../../tutorials/" class="md-nav__link ">
<span class="md-ellipsis">
Build your Agent
</span>
</a>
<label class="md-nav__link " for="__nav_2_2" id="__nav_2_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_2">
<span class="md-nav__icon md-icon"></span>
Build your Agent
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../tutorials/multi-tool-agent/" class="md-nav__link">
<span class="md-ellipsis">
Multi-tool agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tutorials/agent-team/" class="md-nav__link">
<span class="md-ellipsis">
Agent team
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tutorials/coding-with-ai/" class="md-nav__link">
<span class="md-ellipsis">
Code with AI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/config/" class="md-nav__link">
<span class="md-ellipsis">
Agent Config
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_3" >
<div class="md-nav__link md-nav__container">
<a href="../../agents/" class="md-nav__link ">
<span class="md-ellipsis">
Agents
</span>
</a>
<label class="md-nav__link " for="__nav_2_3" id="__nav_2_3_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_3">
<span class="md-nav__icon md-icon"></span>
Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../agents/llm-agents/" class="md-nav__link">
<span class="md-ellipsis">
Simple agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/managed-agents/" class="md-nav__link">
<span class="md-ellipsis">
Managed agents
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
<div class="md-nav__link md-nav__container">
<a href="../../graphs/" class="md-nav__link ">
<span class="md-ellipsis">
Graph Workflows
</span>
</a>
<label class="md-nav__link " for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_4">
<span class="md-nav__icon md-icon"></span>
Graph Workflows
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../graphs/routes/" class="md-nav__link">
<span class="md-ellipsis">
Graph routes
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../graphs/data-handling/" class="md-nav__link">
<span class="md-ellipsis">
Data handling
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../graphs/human-input/" class="md-nav__link">
<span class="md-ellipsis">
Human input
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../graphs/dynamic/" class="md-nav__link">
<span class="md-ellipsis">
Dynamic workflows
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
<div class="md-nav__link md-nav__container">
<a href="../../workflows/" class="md-nav__link ">
<span class="md-ellipsis">
Multi-Agent Workflows
</span>
</a>
<label class="md-nav__link " for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5">
<span class="md-nav__icon md-icon"></span>
Multi-Agent Workflows
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../workflows/collaboration/" class="md-nav__link">
<span class="md-ellipsis">
Collaborative workflows
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_3" >
<div class="md-nav__link md-nav__container">
<a href="../../agents/workflow-agents/" class="md-nav__link ">
<span class="md-ellipsis">
Template workflows
</span>
</a>
<label class="md-nav__link " for="__nav_2_5_3" id="__nav_2_5_3_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_5_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_3">
<span class="md-nav__icon md-icon"></span>
Template workflows
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../agents/workflow-agents/sequential-agents/" class="md-nav__link">
<span class="md-ellipsis">
Sequential workflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/workflow-agents/loop-agents/" class="md-nav__link">
<span class="md-ellipsis">
Loop workflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/workflow-agents/parallel-agents/" class="md-nav__link">
<span class="md-ellipsis">
Parallel workflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/custom-agents/" class="md-nav__link">
<span class="md-ellipsis">
Custom template workflows
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../agents/routing/" class="md-nav__link">
<span class="md-ellipsis">
Agent routing
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../workflows/patterns/" class="md-nav__link">
<span class="md-ellipsis">
Workflow patterns
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6" >
<div class="md-nav__link md-nav__container">
<a href="../../agents/models/" class="md-nav__link ">
<span class="md-ellipsis">
Models for Agents
</span>
</a>
<label class="md-nav__link " for="__nav_2_6" id="__nav_2_6_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6">
<span class="md-nav__icon md-icon"></span>
Models for Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../agents/models/google-gemini/" class="md-nav__link">
<span class="md-ellipsis">
Gemini
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/google-gemma/" class="md-nav__link">
<span class="md-ellipsis">
Gemma
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/anthropic/" class="md-nav__link">
<span class="md-ellipsis">
Claude
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/agent-platform/" class="md-nav__link">
<span class="md-ellipsis">
Agent Platform hosted
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/apigee/" class="md-nav__link">
<span class="md-ellipsis">
Apigee AI Gateway
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/routing/" class="md-nav__link">
<span class="md-ellipsis">
Model routing
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/openai/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/ollama/" class="md-nav__link">
<span class="md-ellipsis">
Ollama
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/vllm/" class="md-nav__link">
<span class="md-ellipsis">
vLLM
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/litellm/" class="md-nav__link">
<span class="md-ellipsis">
LiteLLM
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../agents/models/litert-lm/" class="md-nav__link">
<span class="md-ellipsis">
LiteRT-LM
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
<span class="md-ellipsis">
Run Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Run Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_1" >
<div class="md-nav__link md-nav__container">
<a href="../../runtime/" class="md-nav__link ">
<span class="md-ellipsis">
Agent Runtime
</span>
</a>
<label class="md-nav__link " for="__nav_3_1" id="__nav_3_1_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_1">
<span class="md-nav__icon md-icon"></span>
Agent Runtime
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_1_2" >
<div class="md-nav__link md-nav__container">
<a href="../../runtime/web-interface/" class="md-nav__link ">
<span class="md-ellipsis">
Web Interface
</span>
</a>
<label class="md-nav__link " for="__nav_3_1_2" id="__nav_3_1_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_1_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_1_2">
<span class="md-nav__icon md-icon"></span>
Web Interface
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../visual-builder/" class="md-nav__link">
<span class="md-ellipsis">
Visual Builder
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../runtime/command-line/" class="md-nav__link">
<span class="md-ellipsis">
Command Line
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../runtime/api-server/" class="md-nav__link">
<span class="md-ellipsis">
API Server
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../runtime/ambient-agents/" class="md-nav__link">
<span class="md-ellipsis">
Ambient Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../runtime/resume/" class="md-nav__link">
<span class="md-ellipsis">
Resume Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../runtime/cancel/" class="md-nav__link">
<span class="md-ellipsis">
Cancel Agent Runs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../runtime/runconfig/" class="md-nav__link">
<span class="md-ellipsis">
Runtime Config
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../runtime/event-loop/" class="md-nav__link">
<span class="md-ellipsis">
Event Loop
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_2" >
<div class="md-nav__link md-nav__container">
<a href="../../deploy/" class="md-nav__link ">
<span class="md-ellipsis">
Deployment
</span>
</a>
<label class="md-nav__link " for="__nav_3_2" id="__nav_3_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_2">
<span class="md-nav__icon md-icon"></span>
Deployment
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_2_2" >
<div class="md-nav__link md-nav__container">
<a href="../../deploy/agent-runtime/" class="md-nav__link ">
<span class="md-ellipsis">
Agent Runtime
</span>
</a>
<label class="md-nav__link " for="__nav_3_2_2" id="__nav_3_2_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_2_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_2_2">
<span class="md-nav__icon md-icon"></span>
Agent Runtime
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../deploy/agent-runtime/deploy/" class="md-nav__link">
<span class="md-ellipsis">
Standard deployment
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../deploy/agent-runtime/agents-cli/" class="md-nav__link">
<span class="md-ellipsis">
agents-cli
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../deploy/agent-runtime/test/" class="md-nav__link">
<span class="md-ellipsis">
Test deployed agents
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../deploy/cloud-run/" class="md-nav__link">
<span class="md-ellipsis">
Cloud Run
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../deploy/gke/" class="md-nav__link">
<span class="md-ellipsis">
GKE
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_3" >
<div class="md-nav__link md-nav__container">
<a href="../../observability/" class="md-nav__link ">
<span class="md-ellipsis">
Observability
</span>
</a>
<label class="md-nav__link " for="__nav_3_3" id="__nav_3_3_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_3">
<span class="md-nav__icon md-icon"></span>
Observability
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../observability/logging/" class="md-nav__link">
<span class="md-ellipsis">
Logging
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../observability/metrics/" class="md-nav__link">
<span class="md-ellipsis">
Metrics
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../observability/traces/" class="md-nav__link">
<span class="md-ellipsis">
Traces
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_4" >
<div class="md-nav__link md-nav__container">
<a href="../../evaluate/" class="md-nav__link ">
<span class="md-ellipsis">
Evaluation
</span>
</a>
<label class="md-nav__link " for="__nav_3_4" id="__nav_3_4_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_4">
<span class="md-nav__icon md-icon"></span>
Evaluation
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../evaluate/criteria/" class="md-nav__link">
<span class="md-ellipsis">
Criteria
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../evaluate/user-sim/" class="md-nav__link">
<span class="md-ellipsis">
User Simulation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../evaluate/environment_simulation/" class="md-nav__link">
<span class="md-ellipsis">
Environment Simulation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../evaluate/custom_metrics/" class="md-nav__link">
<span class="md-ellipsis">
Custom Metrics
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../optimize/" class="md-nav__link">
<span class="md-ellipsis">
Optimization
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_5" >
<div class="md-nav__link md-nav__container">
<a href="../../safety/" class="md-nav__link ">
<span class="md-ellipsis">
Safety and Security
</span>
</a>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_5">
<span class="md-nav__icon md-icon"></span>
Safety and Security
</label>
<ul class="md-nav__list" data-md-scrollfix>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
<span class="md-ellipsis">
Components
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Components
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../get-started/about/" class="md-nav__link">
<span class="md-ellipsis">
Technical Overview
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" >
<div class="md-nav__link md-nav__container">
<a href="../../tools-custom/" class="md-nav__link ">
<span class="md-ellipsis">
Custom Tools
</span>
</a>
<label class="md-nav__link " for="__nav_4_2" id="__nav_4_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_2">
<span class="md-nav__icon md-icon"></span>
Custom Tools
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2_2" >
<label class="md-nav__link" for="__nav_4_2_2" id="__nav_4_2_2_label" tabindex="0">
<span class="md-ellipsis">
Function tools
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_2_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_2_2">
<span class="md-nav__icon md-icon"></span>
Function tools
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../tools-custom/function-tools/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tools-custom/performance/" class="md-nav__link">
<span class="md-ellipsis">
Tool performance
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tools-custom/confirmation/" class="md-nav__link">
<span class="md-ellipsis">
Action confirmations
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../tools-custom/mcp-tools/" class="md-nav__link">
<span class="md-ellipsis">
MCP tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tools-custom/openapi-tools/" class="md-nav__link">
<span class="md-ellipsis">
OpenAPI tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tools-custom/authentication/" class="md-nav__link">
<span class="md-ellipsis">
Authentication
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../tools/limitations/" class="md-nav__link">
<span class="md-ellipsis">
Tool limitations
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3" >
<div class="md-nav__link md-nav__container">
<a href="../../artifacts/" class="md-nav__link ">
<span class="md-ellipsis">
Artifacts
</span>
</a>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_3">
<span class="md-nav__icon md-icon"></span>
Artifacts
</label>
<ul class="md-nav__list" data-md-scrollfix>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_4" >
<div class="md-nav__link md-nav__container">
<a href="../../skills/" class="md-nav__link ">
<span class="md-ellipsis">
Skills for Agents
</span>
</a>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_4">
<span class="md-nav__icon md-icon"></span>
Skills for Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<div class="md-nav__link md-nav__container">
<a href="../../apps/" class="md-nav__link ">
<span class="md-ellipsis">
App management
</span>
</a>
<label class="md-nav__link " for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<span class="md-nav__icon md-icon"></span>
App management
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5_2" >
<div class="md-nav__link md-nav__container">
<a href="../../callbacks/" class="md-nav__link ">
<span class="md-ellipsis">
Callbacks
</span>
</a>
<label class="md-nav__link " for="__nav_4_5_2" id="__nav_4_5_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_5_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5_2">
<span class="md-nav__icon md-icon"></span>
Callbacks
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../callbacks/types-of-callbacks/" class="md-nav__link">
<span class="md-ellipsis">
Types of callbacks
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../callbacks/design-patterns-and-best-practices/" class="md-nav__link">
<span class="md-ellipsis">
Callback patterns
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../plugins/" class="md-nav__link">
<span class="md-ellipsis">
Plugins
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<div class="md-nav__link md-nav__container">
<a href="../../context/" class="md-nav__link ">
<span class="md-ellipsis">
Agent context
</span>
</a>
<label class="md-nav__link " for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Agent context
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../sessions/" class="md-nav__link">
<span class="md-ellipsis">
Conversational context
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6_3" >
<div class="md-nav__link md-nav__container">
<a href="../../sessions/session/" class="md-nav__link ">
<span class="md-ellipsis">
Sessions
</span>
</a>
<label class="md-nav__link " for="__nav_4_6_3" id="__nav_4_6_3_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_6_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6_3">
<span class="md-nav__icon md-icon"></span>
Sessions
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../sessions/session/rewind/" class="md-nav__link">
<span class="md-ellipsis">
Rewind sessions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../sessions/session/migrate/" class="md-nav__link">
<span class="md-ellipsis">
Migrate sessions
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../sessions/state/" class="md-nav__link">
<span class="md-ellipsis">
State
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../events/" class="md-nav__link">
<span class="md-ellipsis">
Events
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../sessions/memory/" class="md-nav__link">
<span class="md-ellipsis">
Memory
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../context/compaction/" class="md-nav__link">
<span class="md-ellipsis">
Context compression
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../context/caching/" class="md-nav__link">
<span class="md-ellipsis">
Model context caching
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_7" >
<div class="md-nav__link md-nav__container">
<a href="../../mcp/" class="md-nav__link ">
<span class="md-ellipsis">
MCP
</span>
</a>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_7">
<span class="md-nav__icon md-icon"></span>
MCP
</label>
<ul class="md-nav__list" data-md-scrollfix>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_8" >
<div class="md-nav__link md-nav__container">
<a href="../../a2a/" class="md-nav__link ">
<span class="md-ellipsis">
A2A Protocol
</span>
</a>
<label class="md-nav__link " for="__nav_4_8" id="__nav_4_8_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_8">
<span class="md-nav__icon md-icon"></span>
A2A Protocol
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../a2a/intro/" class="md-nav__link">
<span class="md-ellipsis">
Introduction to A2A
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_8_3" >
<label class="md-nav__link" for="__nav_4_8_3" id="__nav_4_8_3_label" tabindex="0">
<span class="md-ellipsis">
A2A Quickstart (Exposing)
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_8_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_8_3">
<span class="md-nav__icon md-icon"></span>
A2A Quickstart (Exposing)
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../a2a/quickstart-exposing/" class="md-nav__link">
<span class="md-ellipsis">
Python
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../a2a/quickstart-exposing-go/" class="md-nav__link">
<span class="md-ellipsis">
Go
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../a2a/quickstart-exposing-java/" class="md-nav__link">
<span class="md-ellipsis">
Java
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_8_4" >
<label class="md-nav__link" for="__nav_4_8_4" id="__nav_4_8_4_label" tabindex="0">
<span class="md-ellipsis">
A2A Quickstart (Consuming)
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_8_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_8_4">
<span class="md-nav__icon md-icon"></span>
A2A Quickstart (Consuming)
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../a2a/quickstart-consuming/" class="md-nav__link">
<span class="md-ellipsis">
Python
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../a2a/quickstart-consuming-go/" class="md-nav__link">
<span class="md-ellipsis">
Go
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../a2a/quickstart-consuming-java/" class="md-nav__link">
<span class="md-ellipsis">
Java
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../a2a/quickstart-consuming-kotlin/" class="md-nav__link">
<span class="md-ellipsis">
Kotlin
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../a2a/a2a-extension/" class="md-nav__link">
<span class="md-ellipsis">
A2A Extension
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_9" >
<div class="md-nav__link md-nav__container">
<a href="../../live/" class="md-nav__link ">
<span class="md-ellipsis">
Live and Voice Agents
</span>
</a>
<label class="md-nav__link " for="__nav_4_9" id="__nav_4_9_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_9_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_9">
<span class="md-nav__icon md-icon"></span>
Live and Voice Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_9_2" >
<div class="md-nav__link md-nav__container">
<a href="../../live/get-started/" class="md-nav__link ">
<span class="md-ellipsis">
Get started
</span>
</a>
<label class="md-nav__link " for="__nav_4_9_2" id="__nav_4_9_2_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_9_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_9_2">
<span class="md-nav__icon md-icon"></span>
Get started
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../live/get-started/streaming-python/" class="md-nav__link">
<span class="md-ellipsis">
Python
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/get-started/streaming-java/" class="md-nav__link">
<span class="md-ellipsis">
Java
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_9_3" >
<label class="md-nav__link" for="__nav_4_9_3" id="__nav_4_9_3_label" tabindex="0">
<span class="md-ellipsis">
Building
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_9_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_9_3">
<span class="md-nav__icon md-icon"></span>
Building
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../live/workflows/" class="md-nav__link">
<span class="md-ellipsis">
Workflows
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/tools/" class="md-nav__link">
<span class="md-ellipsis">
Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/sessions/" class="md-nav__link">
<span class="md-ellipsis">
Sessions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/events/" class="md-nav__link">
<span class="md-ellipsis">
Events
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/audio-video/" class="md-nav__link">
<span class="md-ellipsis">
Audio and video
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/configuration/" class="md-nav__link">
<span class="md-ellipsis">
Configuration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_9_4" >
<label class="md-nav__link" for="__nav_4_9_4" id="__nav_4_9_4_label" tabindex="0">
<span class="md-ellipsis">
Production
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_9_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_9_4">
<span class="md-nav__icon md-icon"></span>
Production
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../live/evaluation/" class="md-nav__link">
<span class="md-ellipsis">
Evaluation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../live/custom-server/" class="md-nav__link">
<span class="md-ellipsis">
Build a custom server
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../live/models/" class="md-nav__link">
<span class="md-ellipsis">
Supported models
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_10" >
<div class="md-nav__link md-nav__container">
<a href="../../grounding/" class="md-nav__link ">
<span class="md-ellipsis">
Grounding
</span>
</a>
<label class="md-nav__link " for="__nav_4_10" id="__nav_4_10_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_10_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_10">
<span class="md-nav__icon md-icon"></span>
Grounding
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../grounding/google_search_grounding/" class="md-nav__link">
<span class="md-ellipsis">
Google Search Grounding
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../grounding/grounding_with_search/" class="md-nav__link">
<span class="md-ellipsis">
Grounding with Search
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" >
<div class="md-nav__link md-nav__container">
<a href="../" class="md-nav__link ">
<span class="md-ellipsis">
Integrations
</span>
</a>
</div>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Integrations
</label>
<ul class="md-nav__list" data-md-scrollfix>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
<span class="md-ellipsis">
Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_1" >
<div class="md-nav__link md-nav__container">
<a href="../../api-reference/" class="md-nav__link ">
<span class="md-ellipsis">
API Reference
</span>
</a>
<label class="md-nav__link " for="__nav_6_1" id="__nav_6_1_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_1">
<span class="md-nav__icon md-icon"></span>
API Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../api-reference/python/" class="md-nav__link">
<span class="md-ellipsis">
Python ADK
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../api-reference/typescript/" class="md-nav__link">
<span class="md-ellipsis">
TypeScript ADK
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_1_4" >
<label class="md-nav__link" for="__nav_6_1_4" id="__nav_6_1_4_label" tabindex="0">
<span class="md-ellipsis">
Go ADK
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_6_1_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_1_4">
<span class="md-nav__icon md-icon"></span>
Go ADK
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="https://pkg.go.dev/google.golang.org/adk/v2" target="_blank" class="md-nav__link">
<span class="md-ellipsis">
Go v2.x
</span>
</a>
</li>
<li class="md-nav__item">
<a href="https://pkg.go.dev/google.golang.org/adk" target="_blank" class="md-nav__link">
<span class="md-ellipsis">
Go v1.x
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../api-reference/java/" class="md-nav__link">
<span class="md-ellipsis">
Java ADK
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../api-reference/kotlin/" class="md-nav__link">
<span class="md-ellipsis">
Kotlin ADK
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../api-reference/cli/" class="md-nav__link">
<span class="md-ellipsis">
CLI Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../api-reference/agentconfig/" class="md-nav__link">
<span class="md-ellipsis">
Agent Config Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../api-reference/rest/" class="md-nav__link">
<span class="md-ellipsis">
REST API
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../release-notes/" class="md-nav__link">
<span class="md-ellipsis">
Release Notes
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" >
<div class="md-nav__link md-nav__container">
<a href="../../community/" class="md-nav__link ">
<span class="md-ellipsis">
Community
</span>
</a>
<label class="md-nav__link " for="__nav_7" id="__nav_7_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
Community
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../community/contributing-guide/" class="md-nav__link">
<span class="md-ellipsis">
Contributing Guide
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8" >
<div class="md-nav__link md-nav__container">
<a href="../../2.0/" class="md-nav__link ">
<span class="md-ellipsis">
ADK 2.0
</span>
</a>
</div>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_8">
<span class="md-nav__icon md-icon"></span>
ADK 2.0
</label>
<ul class="md-nav__list" data-md-scrollfix>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#why-agentops-for-adk" class="md-nav__link">
<span class="md-ellipsis">
Why AgentOps for ADK?
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#getting-started-with-agentops-and-adk" class="md-nav__link">
<span class="md-ellipsis">
Getting Started with AgentOps and ADK
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#how-agentops-instruments-adk" class="md-nav__link">
<span class="md-ellipsis">
How AgentOps Instruments ADK
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#visualizing-your-adk-agent-in-agentops" class="md-nav__link">
<span class="md-ellipsis">
Visualizing Your ADK Agent in AgentOps
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#benefits" class="md-nav__link">
<span class="md-ellipsis">
Benefits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#further-information" class="md-nav__link">
<span class="md-ellipsis">
Further Information
</span>
</a>
<nav class="md-nav" aria-label="Further Information">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#extra-links" class="md-nav__link">
<span class="md-ellipsis">
Extra links
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset" data-pagefind-body>
<a href="https://github.com/google/adk-docs/edit/main/docs/integrations/agentops.md" title="Edit this page on GitHub" class="md-content__button md-icon" rel="edit">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4zm10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1z"/></svg>
</a>
<a href="./index.md" title="View this page as Markdown" class="md-content__button md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17 18c.56 0 1 .44 1 1s-.44 1-1 1-1-.44-1-1 .44-1 1-1m0-3c-2.73 0-5.06 1.66-6 4 .94 2.34 3.27 4 6 4s5.06-1.66 6-4c-.94-2.34-3.27-4-6-4m0 6.5a2.5 2.5 0 0 1-2.5-2.5 2.5 2.5 0 0 1 2.5-2.5 2.5 2.5 0 0 1 2.5 2.5 2.5 2.5 0 0 1-2.5 2.5M9.27 20H6V4h7v5h5v4.07c.7.08 1.36.25 2 .49V8l-6-6H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h4.5a8.2 8.2 0 0 1-1.23-2"/></svg>
</a>
<button id="copy-page-btn" class="md-content__button md-icon" title="Copy page as Markdown" data-url="./index.md">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 21H8V7h11m0-2H8a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h11a2 2 0 0 0 2-2V7a2 2 0 0 0-2-2m-3-4H4a2 2 0 0 0-2 2v14h2V3h12z"/></svg>
</button>
<h1 id="agentops-observability-for-adk">AgentOps observability for ADK<a class="headerlink" href="#agentops-observability-for-adk" title="Permanent link">&para;</a></h1>
<div class="language-support-tag">
<span class="lst-supported">Supported in ADK</span><span class="lst-python">Python</span>
</div>
<p><strong>With just two lines of code</strong>, <a href="https://www.agentops.ai">AgentOps</a> provides session replays, metrics, and monitoring for agents.</p>
<h2 id="why-agentops-for-adk">Why AgentOps for ADK?<a class="headerlink" href="#why-agentops-for-adk" title="Permanent link">&para;</a></h2>
<p>Observability is a key aspect of developing and deploying conversational AI agents. It allows developers to understand how their agents are performing, how their agents are interacting with users, and how their agents use external tools and APIs.</p>
<p>By integrating AgentOps, developers can gain deep insights into their ADK agent's behavior, LLM interactions, and tool usage.</p>
<p>Google ADK includes its own OpenTelemetry-based tracing system, primarily aimed at providing developers with a way to trace the basic flow of execution within their agents. AgentOps enhances this by offering a dedicated and more comprehensive observability platform with:</p>
<ul>
<li><strong>Unified Tracing and Replay Analytics:</strong> Consolidate traces from ADK and other components of your AI stack.</li>
<li><strong>Rich Visualization:</strong> Intuitive dashboards to visualize agent execution flow, LLM calls, and tool performance.</li>
<li><strong>Detailed Debugging:</strong> Drill down into specific spans, view prompts, completions, token counts, and errors.</li>
<li><strong>LLM Cost and Latency Tracking:</strong> Track latencies, costs (via token usage), and identify bottlenecks.</li>
<li><strong>Simplified Setup:</strong> Get started with just a few lines of code.</li>
</ul>
<p><img alt="AgentOps Agent Observability Dashboard" src="https://raw.githubusercontent.com/AgentOps-AI/agentops/refs/heads/main/docs/images/external/app_screenshots/overview.png" /></p>
<p><img alt="AgentOps Dashboard showing an ADK trace with nested agent, LLM, and tool spans." src="../../assets/agentops-adk-trace-example.jpg" /></p>
<p><em>AgentOps dashboard displaying a trace from a multi-step ADK application execution. You can see the hierarchical structure of spans, including the main agent workflow, individual sub-agents, LLM calls, and tool executions. Note the clear hierarchy: the main workflow agent span contains child spans for various sub-agent operations, LLM calls, and tool executions.</em></p>
<h2 id="getting-started-with-agentops-and-adk">Getting Started with AgentOps and ADK<a class="headerlink" href="#getting-started-with-agentops-and-adk" title="Permanent link">&para;</a></h2>
<p>Integrating AgentOps into your ADK application is straightforward:</p>
<ol>
<li>
<p><strong>Install AgentOps:</strong>
<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>-U<span class="w"> </span>agentops
</span></code></pre></div></p>
</li>
<li>
<p><strong>Create an API Key</strong>
Create a user API key here: <a href="https://app.agentops.ai/settings/projects">Create API Key</a> and configure your environment:</p>
<p>Add your API key to your environment variables:
<div class="language-text highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>AGENTOPS_API_KEY=&lt;YOUR_AGENTOPS_API_KEY&gt;
</span></code></pre></div></p>
</li>
<li>
<p><strong>Initialize AgentOps:</strong>
Add the following lines at the beginning of your ADK application script (e.g., your main Python file running the ADK <code>Runner</code>):</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">agentops</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="n">agentops</span><span class="o">.</span><span class="n">init</span><span class="p">()</span>
</span></code></pre></div>
<p>This will initiate an AgentOps session as well as automatically track ADK agents.</p>
<p>Detailed example:</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">agentops</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="kn">from</span><span class="w"> </span><span class="nn">dotenv</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_dotenv</span>
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a>
</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="c1"># Load environment variables (optional, if you use a .env file for API keys)</span>
</span><span id="__span-3-6"><a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a><span class="n">load_dotenv</span><span class="p">()</span>
</span><span id="__span-3-7"><a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a>
</span><span id="__span-3-8"><a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="n">agentops</span><span class="o">.</span><span class="n">init</span><span class="p">(</span>
</span><span id="__span-3-9"><a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a> <span class="n">api_key</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">"AGENTOPS_API_KEY"</span><span class="p">),</span> <span class="c1"># Your AgentOps API Key</span>
</span><span id="__span-3-10"><a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a> <span class="n">trace_name</span><span class="o">=</span><span class="s2">"my-adk-app-trace"</span> <span class="c1"># Optional: A name for your trace</span>
</span><span id="__span-3-11"><a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a> <span class="c1"># auto_start_session=True is the default.</span>
</span><span id="__span-3-12"><a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a> <span class="c1"># Set to False if you want to manually control session start/end.</span>
</span><span id="__span-3-13"><a id="__codelineno-3-13" name="__codelineno-3-13" href="#__codelineno-3-13"></a><span class="p">)</span>
</span></code></pre></div>
<blockquote>
<p>🚨 🔑 You can find your AgentOps API key on your <a href="https://app.agentops.ai/">AgentOps Dashboard</a> after signing up. It's recommended to set it as an environment variable (<code>AGENTOPS_API_KEY</code>).</p>
</blockquote>
</li>
</ol>
<p>Once initialized, AgentOps will automatically begin instrumenting your ADK agent.</p>
<p><strong>This is all you need to capture all telemetry data for your ADK agent</strong></p>
<h2 id="how-agentops-instruments-adk">How AgentOps Instruments ADK<a class="headerlink" href="#how-agentops-instruments-adk" title="Permanent link">&para;</a></h2>
<p>AgentOps employs a sophisticated strategy to provide seamless observability without conflicting with ADK's native telemetry:</p>
<ol>
<li>
<p><strong>Neutralizing ADK's Native Telemetry:</strong>
AgentOps detects ADK and intelligently patches ADK's internal OpenTelemetry tracer (typically <code>trace.get_tracer('gcp.vertex.agent')</code>). It replaces it with a <code>NoOpTracer</code>, ensuring that ADK's own attempts to create telemetry spans are effectively silenced. This prevents duplicate traces and allows AgentOps to be the authoritative source for observability data.</p>
</li>
<li>
<p><strong>AgentOps-Controlled Span Creation:</strong>
AgentOps takes control by wrapping key ADK methods to create a logical hierarchy of spans:</p>
<ul>
<li>
<p><strong>Agent Execution Spans (e.g., <code>adk.agent.MySequentialAgent</code>):</strong>
When an ADK agent (like <code>BaseAgent</code>, <code>SequentialAgent</code>, or <code>LlmAgent</code>) starts its <code>run_async</code> method, AgentOps initiates a parent span for that agent's execution.</p>
</li>
<li>
<p><strong>LLM Interaction Spans (e.g., <code>adk.llm.gemini-pro</code>):</strong>
For calls made by an agent to an LLM (via ADK's <code>BaseLlmFlow._call_llm_async</code>), AgentOps creates a dedicated child span, typically named after the LLM model. This span captures request details (prompts, model parameters) and, upon completion (via ADK's <code>_finalize_model_response_event</code>), records response details like completions, token usage, and finish reasons.</p>
</li>
<li>
<p><strong>Tool Usage Spans (e.g., <code>adk.tool.MyCustomTool</code>):</strong>
When an agent uses a tool (via ADK's <code>functions.__call_tool_async</code>), AgentOps creates a single, comprehensive child span named after the tool. This span includes the tool's input parameters and the result it returns.</p>
</li>
</ul>
</li>
<li>
<p><strong>Rich Attribute Collection:</strong>
AgentOps reuses ADK's internal data extraction logic. It patches ADK's specific telemetry functions (e.g., <code>google.adk.telemetry.trace_tool_call</code>, <code>trace_call_llm</code>). The AgentOps wrappers for these functions take the detailed information ADK gathers and attach it as attributes to the <em>currently active AgentOps span</em>.</p>
</li>
</ol>
<h2 id="visualizing-your-adk-agent-in-agentops">Visualizing Your ADK Agent in AgentOps<a class="headerlink" href="#visualizing-your-adk-agent-in-agentops" title="Permanent link">&para;</a></h2>
<p>When you instrument your ADK application with AgentOps, you gain a clear, hierarchical view of your agent's execution in the AgentOps dashboard.</p>
<ol>
<li>
<p><strong>Initialization:</strong>
When <code>agentops.init()</code> is called (e.g., <code>agentops.init(trace_name="my_adk_application")</code>), an initial parent span is created if the init param <code>auto_start_session=True</code> (true by default). This span, often named similar to <code>my_adk_application.session</code>, will be the root for all operations within that trace.</p>
</li>
<li>
<p><strong>ADK Runner Execution:</strong>
When an ADK <code>Runner</code> executes a top-level agent (e.g., a <code>SequentialAgent</code> orchestrating a workflow), AgentOps creates a corresponding agent span under the session trace. This span will reflect the name of your top-level ADK agent (e.g., <code>adk.agent.YourMainWorkflowAgent</code>).</p>
</li>
<li>
<p><strong>Sub-Agent and LLM/Tool Calls:</strong>
As this main agent executes its logic, including calling sub-agents, LLMs, or tools:</p>
<ul>
<li>Each <strong>sub-agent execution</strong> will appear as a nested child span under its parent agent.</li>
<li>Calls to <strong>Large Language Models</strong> will generate further nested child spans (e.g., <code>adk.llm.&lt;model_name&gt;</code>), capturing prompt details, responses, and token usage.</li>
<li><strong>Tool invocations</strong> will also result in distinct child spans (e.g., <code>adk.tool.&lt;your_tool_name&gt;</code>), showing their parameters and results.</li>
</ul>
</li>
</ol>
<p>This creates a waterfall of spans, allowing you to see the sequence, duration, and details of each step in your ADK application. All relevant attributes, such as LLM prompts, completions, token counts, tool inputs/outputs, and agent names, are captured and displayed.</p>
<p>For a practical demonstration, you can explore a sample Jupyter Notebook that illustrates a human approval workflow using Google ADK and AgentOps:
<a href="https://github.com/AgentOps-AI/agentops/blob/main/examples/google_adk/human_approval.ipynb">Google ADK Human Approval Example on GitHub</a>.</p>
<p>This example showcases how a multi-step agent process with tool usage is visualized in AgentOps.</p>
<h2 id="benefits">Benefits<a class="headerlink" href="#benefits" title="Permanent link">&para;</a></h2>
<ul>
<li><strong>Effortless Setup:</strong> Minimal code changes for comprehensive ADK tracing.</li>
<li><strong>Deep Visibility:</strong> Understand the inner workings of complex ADK agent flows.</li>
<li><strong>Faster Debugging:</strong> Quickly pinpoint issues with detailed trace data.</li>
<li><strong>Performance Optimization:</strong> Analyze latencies and token usage.</li>
</ul>
<p>By integrating AgentOps, ADK developers can significantly enhance their ability to build, debug, and maintain robust AI agents.</p>
<h2 id="further-information">Further Information<a class="headerlink" href="#further-information" title="Permanent link">&para;</a></h2>
<p>To get started, <a href="http://app.agentops.ai">create an AgentOps account</a>. For feature requests or bug reports, please reach out to the AgentOps team on the <a href="https://github.com/AgentOps-AI/agentops">AgentOps Repo</a>.</p>
<h3 id="extra-links">Extra links<a class="headerlink" href="#extra-links" title="Permanent link">&para;</a></h3>
<p>🐦 <a href="http://x.com/agentopsai">X</a> • 📢 <a href="https://discord.gg/UgJyyxx7uc">Discord</a> • 🖇️ <a href="http://app.agentops.ai">AgentOps Dashboard</a> • 📙 <a href="http://docs.agentops.ai">Documentation</a></p>
</article>
</div>
<script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
<button type="button" class="md-top md-icon" data-md-component="top" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg>
Back to top
</button>
</main>
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
<div class="md-copyright__highlight">
Copyright Google 2026&nbsp;&nbsp;|&nbsp;&nbsp;<a href="//github.com/google/adk-docs/blob/main/LICENSE">License</a>&nbsp;&nbsp;|&nbsp;&nbsp;<a href="//policies.google.com/privacy">Privacy</a>&nbsp;&nbsp;|&nbsp;&nbsp;<a href="#__consent">Manage cookies</a>
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<div class="md-progress" data-md-component="progress" role="progressbar"></div>
<div class="md-consent" data-md-component="consent" id="__consent" hidden>
<div class="md-consent__overlay"></div>
<aside class="md-consent__inner">
<form class="md-consent__form md-grid md-typeset" name="consent">
<h4>Cookie consent</h4>
<p>We use cookies to recognize repeated visits and preferences, as well as to measure the effectiveness of our documentation and whether users find the information they need. With your consent, you're helping us to make our documentation better.</p>
<input class="md-toggle" type="checkbox" id="__settings" >
<div class="md-consent__settings">
<ul class="task-list">
<li class="task-list-item">
<label class="task-list-control">
<input type="checkbox" name="analytics" checked>
<span class="task-list-indicator"></span>
Google Analytics
</label>
</li>
<li class="task-list-item">
<label class="task-list-control">
<input type="checkbox" name="github" checked>
<span class="task-list-indicator"></span>
GitHub
</label>
</li>
</ul>
</div>
<div class="md-consent__controls">
<button class="md-button md-button--primary">Accept</button>
<label class="md-button" for="__settings">Manage settings</label>
</div>
</form>
</aside>
</div>
<script>var consent=__md_get("__consent");if(consent)for(var input of document.forms.consent.elements)input.name&&(input.checked=consent[input.name]||!1);else"file:"!==location.protocol&&setTimeout((function(){document.querySelector("[data-md-component=consent]").hidden=!1}),250);var form=document.forms.consent;for(var action of["submit","reset"])form.addEventListener(action,(function(e){if(e.preventDefault(),"reset"===e.type)for(var n of document.forms.consent.elements)n.name&&(n.checked=!1);__md_set("__consent",Object.fromEntries(Array.from(new FormData(form).keys()).map((function(e){return[e,!0]})))),location.hash="",location.reload()}))</script>
<script id="__config" type="application/json">{"annotate": null, "base": "../..", "features": ["content.action.edit", "content.action.view", "content.code.copy", "content.tabs.link", "content.tooltips", "navigation.indexes", "navigation.instant", "navigation.instant.progress", "navigation.path", "navigation.sections", "navigation.top", "navigation.tabs", "toc.follow"], "search": "../../assets/javascripts/workers/search.7a47a382.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
<script src="../../assets/javascripts/bundle.e71a0d61.min.js"></script>
<script src="../../javascript/copy-page.js"></script>
</body>
</html>