We can combine multiple Agents to form a team and tackle tasks as a cohesive unit. Here’s a simple example that uses a team of agents to write an article about the top stories on hackernews.
hn_team.py
from phi.agent import Agentfrom phi.tools.hackernews import HackerNewsfrom phi.tools.duckduckgo import DuckDuckGofrom phi.tools.newspaper4k import Newspaper4khn_researcher = Agent( name="HackerNews Researcher", role="Gets top stories from hackernews.", tools=[HackerNews()],)web_searcher = Agent( name="Web Searcher", role="Searches the web for information on a topic", tools=[DuckDuckGo()], add_datetime_to_instructions=True,)article_reader = Agent( name="Article Reader", role="Reads articles from URLs.", tools=[Newspaper4k()],)hn_team = Agent( name="Hackernews Team", team=[hn_researcher, web_searcher, article_reader], instructions=[ "First, search hackernews for what the user is asking about.", "Then, ask the article reader to read the links for the stories to get more information.", "Important: you must provide the article reader with the links to read.", "Then, ask the web searcher to search for each story to get more information.", "Finally, provide a thoughtful and engaging summary.", ], show_tool_calls=True, markdown=True,)hn_team.print_response("Write an article about the top 2 stories on hackernews", stream=True)
Add a name and role parameter to the member Agents.
Create a Team Leader that can delegate tasks to team-members.
Use your Agent team just like you would use a regular Agent.
Open-ended Agentic teams are great to play with, but are not reliable for real-world problems that require high reliability.They need constant oversight and can get confused on very complex tasks. This drawback should improve as models get better (eagerly waiting for gpt-5o).In our experience, Agent teams work best for simple tasks that require a small number of steps. We highly recommend using Workflows for production applications.
Was this page helpful?
{"docsConfig":{"$schema":"https://mintlify.com/docs.json","theme":"mint","name":"Phidata","colors":{"primary":"#FF4017","light":"#FF4017","dark":"#FF4017"},"favicon":"/favicon.png","logo":{"light":"https://mintcdn.com/phidata/lFNPEd2VNpWeOyVb/logo/light.svg?fit=max\u0026auto=format\u0026n=lFNPEd2VNpWeOyVb\u0026q=85\u0026s=f370694cd3cb79086e8da78f8cc8430b","dark":"https://mintcdn.com/phidata/lFNPEd2VNpWeOyVb/logo/dark.svg?fit=max\u0026auto=format\u0026n=lFNPEd2VNpWeOyVb\u0026q=85\u0026s=a05fc8a1e8a2fffee5af26d7e373e7ac"},"background":{"decoration":null,"color":{"light":"#FFFFFF","dark":"#111113"}},"navbar":{"links":[{"label":"Discord","href":"https://phidata.link/discord"},{"label":"Community","href":"https://community.phidata.com/"},{"label":"Log In","href":"https://phidata.app"}],"primary":{"type":"github","href":"https://github.com/agno-agi/phidata"}},"footer":{"socials":{"x":"https://x.com/phidatahq","github":"https://github.com/agno-agi/phidata","discord":"https://phidata.link/discord","youtube":"https://phidata.link/youtube","website":"https://phidata.com"}},"fonts":{"heading":{"family":"Inter","weight":900},"body":{"family":"Inter","weight":400}},"navigation":{"pages":[]}},"deployment":{"deploymentMetadataValue":{"subdomain":"phidata","hasAudioNarration":false,"actualSubdomain":"phidata","customDomains":["docs.phidata.com"],"gitSource":{"type":"github","owner":"agno-agi","repo":"phidata-docs","deployBranch":"main","contentDirectory":"","isPrivate":false,"mountPath":"","label":""},"chroma":{"liveDeploymentHistoryId":"6a21e612328cd78292a4e8fc","collectionId":"5a9d886d-1894-4941-84ab-0a66b993ff6c","schemaVersion":"v2"},"feedback":{"thumbs":true,"edits":false,"issues":false},"entitlements":{"AI_CHAT":{"status":"DISABLED"}},"buildId":"6a21e612328cd78292a4e8fc:success","clientVersion":"0.0.3966","searchFilterCounts":[{"language":"default","tag":"Documentation","count":284},{"language":"default","tag":"Examples","count":121},{"language":"default","tag":"Reference","count":65},{"language":"default","tag":"Models","count":57},{"language":"default","tag":"Tools","count":57},{"language":"default","tag":"Building Blocks","count":48},{"language":"default","tag":"Agents","count":36},{"language":"default","tag":"Templates","count":35},{"language":"default","tag":"Knowledge","count":17},{"language":"default","tag":"Command Line","count":17}]},"assistantConfig":{},"hasChatPermissions":false,"hasWebMcpPermissions":false,"toggles":[{"name":"kill-isr","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-mintlify-slack","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-v7-file-tree","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-integrations-settings","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-pr-grouping","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"custom-prefix","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"analytics-v7","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"user-flows-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"no-publish-flow","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-onboarding","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"llms-txt-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"pause-universal-search-reconcile","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving-live","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"stripTemperatureMiddleware","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"per-site-search-delta","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"support-platform-pylon-zendesk","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"instant-rollback","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications-server","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-private-page-search","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-fable","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fixed-ai-action-pricing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automation-resolve-merge-conflict","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"scoped-publishing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"mintql","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"page-level-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-version-history-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-nav-generations","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"billing-page-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workspace-projects","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"assistant-v5","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"byok-sep-25","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fork-pr-previews","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"revalidation-jwt","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"vite-origin","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-agent-model-picker","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"billing-updated-9-15","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"hobby-abuse-scan","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"dashboard-inbox","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false}],"isAtlas":false,"googleFontsInlined":false},"customCss":[],"page":{"pagePath":"agents/teams","slug":"/agents/teams","pageMetadata":{"title":"Teams","description":null,"href":"/agents/teams"},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{Fragment:_Fragment,jsx:_jsx,jsxs:_jsxs}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){const _components={code:`code`,li:`li`,ol:`ol`,p:`p`,pre:`pre`,span:`span`,..._provideComponents(),...props.components},{CodeBlock,Heading,Warning}=_components;if(!CodeBlock)_missingMdxReference(`CodeBlock`,true);if(!Heading)_missingMdxReference(`Heading`,true);if(!Warning)_missingMdxReference(`Warning`,true);return _jsxs(_Fragment,{children:[_jsx(_components.p,{children:`We can combine multiple Agents to form a team and tackle tasks as a cohesive unit. Here’s a simple example that uses a team of agents to write an article about the top stories on hackernews.`}),`\n`,_jsx(CodeBlock,{filename:`hn_team.py`,numberOfLines:`38`,language:`python`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`python`,children:_jsxs(_components.code,{language:`python`,numberOfLines:`38`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`from`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` phi.agent `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` Agent`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`from`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` phi.tools.hackernews `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` HackerNews`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`from`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` phi.tools.duckduckgo `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` DuckDuckGo`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`from`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` phi.tools.newspaper4k `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` Newspaper4k`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`hn_researcher `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` Agent(`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` name`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"HackerNews Researcher\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` role`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Gets top stories from hackernews.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` tools`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`[HackerNews()],`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`web_searcher `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` Agent(`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` name`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Web Searcher\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` role`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Searches the web for information on a topic\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` tools`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`[DuckDuckGo()],`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` add_datetime_to_instructions`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:`True`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`article_reader `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` Agent(`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` name`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Article Reader\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` role`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Reads articles from URLs.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` tools`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`[Newspaper4k()],`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`hn_team `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` Agent(`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` name`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Hackernews Team\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` team`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`[hn_researcher, web_searcher, article_reader],`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` instructions`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`[`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"First, search hackernews for what the user is asking about.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"Then, ask the article reader to read the links for the stories to get more information.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"Important: you must provide the article reader with the links to read.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"Then, ask the web searcher to search for each story to get more information.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"Finally, provide a thoughtful and engaging summary.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` ],`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` show_tool_calls`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:`True`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` markdown`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:`True`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`hn_team.print_response(`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Write an article about the top 2 stories on hackernews\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:`stream`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:`True`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})]}),`\n`]})})}),`\n`,_jsx(_components.p,{children:`Run the script to see the output.`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`3`,language:`shellscript`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`shellscript`,children:_jsxs(_components.code,{language:`shellscript`,numberOfLines:`3`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#DCDCAA`},children:`pip`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` install`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:` -U`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` openai`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` duckduckgo-search`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` newspaper4k`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` lxml_html_clean`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` phidata`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#DCDCAA`},children:`python`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` hn_team.py`})]}),`\n`]})})}),`\n`,_jsx(Heading,{level:`2`,id:`how-to-build-agent-teams`,children:`How to build Agent Teams`}),`\n`,_jsxs(_components.ol,{children:[`\n`,_jsxs(_components.li,{children:[`Add a `,_jsx(_components.code,{children:`name`}),` and `,_jsx(_components.code,{children:`role`}),` parameter to the member Agents.`]}),`\n`,_jsx(_components.li,{children:`Create a Team Leader that can delegate tasks to team-members.`}),`\n`,_jsx(_components.li,{children:`Use your Agent team just like you would use a regular Agent.`}),`\n`]}),`\n`,_jsxs(Warning,{children:[_jsx(_components.p,{children:`Open-ended Agentic teams are great to play with, but are not reliable for real-world problems that require high reliability.`}),_jsx(_components.p,{children:`They need constant oversight and can get confused on very complex tasks. This drawback should improve as models get better (eagerly waiting for gpt-5o).`}),_jsx(_components.p,{children:`In our experience, Agent teams work best for simple tasks that require a small number of steps. We highly recommend using Workflows for production applications.`})]})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"Teams","description":null,"href":"/agents/teams"}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[{"title":"How to build Agent Teams","slug":"how-to-build-agent-teams","depth":2,"children":[]}],"codeExamples":{}},"jsLinks":[],"subdomain":"phidata","siteName":"Phidata","title":"Teams - Phidata","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2026-01-07T00:42:51.824Z","originalFileLocation":"agents/teams.mdx"},"headHtml":"\u003cscript data-mint-head>(function(){var d=document.documentElement,p=null;if(!p){try{p=localStorage.getItem(\"isDarkMode\")}catch(e){}if(p==='true')p='dark';else if(p==='false')p='light';if(p!=='light'\u0026\u0026p!=='dark'\u0026\u0026p!=='system')p=\"system\"}var r=p==='system'?(matchMedia(\"(prefers-color-scheme: dark)\").matches?'dark':'light'):p;d.classList.remove(r==='dark'?'light':'dark');d.classList.add(r);d.setAttribute(\"data-theme-preference\",p)})();\u003c/script>\u003cmeta data-mint-head name=\"application-name\" content=\"Phidata\">\u003cmeta data-mint-head name=\"generator\" content=\"Mintlify\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon/android-chrome-192x192.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon/apple-touch-icon.png\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon/favicon-16x16.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon/favicon-32x32.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon/favicon.ico\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon-dark/android-chrome-192x192.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon-dark/favicon-16x16.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon-dark/favicon-32x32.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon-dark/favicon.ico\" media=\"(prefers-color-scheme: dark)\">\u003cmeta data-mint-head property=\"og:title\" content=\"Teams - Phidata\">\u003cmeta data-mint-head property=\"og:site_name\" content=\"Phidata\">\u003cmeta data-mint-head property=\"og:url\" content=\"https://docs.phidata.com/agents/teams\">\u003cmeta data-mint-head property=\"og:type\" content=\"website\">\u003cmeta data-mint-head property=\"og:image\" content=\"https://phidata.mintlify.app/_mintlify/api/og/v2?division=Agents\u0026amp;title=Teams\u0026amp;theme=8c274dbbfeae8a7d49b14cfc\u0026amp;signature=46e90e00307cedbe4064a922d976c9c3be2089a8336af66af5298c9cbb1ac25c\">\u003cmeta data-mint-head property=\"og:image:width\" content=\"1200\">\u003cmeta data-mint-head property=\"og:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"twitter:card\" content=\"summary_large_image\">\u003cmeta data-mint-head name=\"twitter:title\" content=\"Teams - Phidata\">\u003cmeta data-mint-head name=\"twitter:image\" content=\"https://phidata.mintlify.app/_mintlify/api/og/v2?division=Agents\u0026amp;title=Teams\u0026amp;theme=8c274dbbfeae8a7d49b14cfc\u0026amp;signature=46e90e00307cedbe4064a922d976c9c3be2089a8336af66af5298c9cbb1ac25c\">\u003cmeta data-mint-head name=\"twitter:image:width\" content=\"1200\">\u003cmeta data-mint-head name=\"twitter:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"msapplication-config\" content=\"/mintlify-assets/_mintlify/favicons/phidata/hGIXTHAhsTYBzt64/_generated/favicon/browserconfig.xml\">\u003cmeta data-mint-head name=\"apple-mobile-web-app-title\" content=\"Phidata\">\u003cmeta data-mint-head name=\"msapplication-TileColor\" content=\"#FF4017\">\u003clink data-mint-head rel=\"canonical\" href=\"https://docs.phidata.com/agents/teams\">\u003clink data-mint-head rel=\"alternate\" type=\"application/xml\" href=\"/sitemap.xml\">\u003clink data-mint-head rel=\"alternate\" type=\"text/markdown\" href=\"/agents/teams.md\">\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https://docs.phidata.com/#organization\",\"name\":\"Phidata\",\"url\":\"https://docs.phidata.com\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://mintcdn.com/phidata/lFNPEd2VNpWeOyVb/logo/light.svg?fit=max\u0026auto=format\u0026n=lFNPEd2VNpWeOyVb\u0026q=85\u0026s=f370694cd3cb79086e8da78f8cc8430b\"}},{\"@type\":\"WebSite\",\"@id\":\"https://docs.phidata.com#website\",\"name\":\"Phidata\",\"url\":\"https://docs.phidata.com\",\"publisher\":{\"@id\":\"https://docs.phidata.com/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https://docs.phidata.com/agents/teams#webpage\",\"url\":\"https://docs.phidata.com/agents/teams\",\"name\":\"Teams\",\"dateModified\":\"2026-01-07T00:42:51.824Z\",\"isPartOf\":{\"@id\":\"https://docs.phidata.com#website\"},\"breadcrumb\":{\"@id\":\"https://docs.phidata.com/agents/teams#breadcrumb\"}},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://docs.phidata.com/agents/teams#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Documentation\",\"item\":\"https://docs.phidata.com/agents/introduction\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Agents\",\"item\":\"https://docs.phidata.com/agents/introduction\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Teams\",\"item\":\"https://docs.phidata.com/agents/teams\"}]},{\"@type\":[\"Article\",\"TechArticle\"],\"@id\":\"https://docs.phidata.com/agents/teams#article\",\"headline\":\"Teams\",\"name\":\"Teams\",\"url\":\"https://docs.phidata.com/agents/teams\",\"mainEntityOfPage\":{\"@id\":\"https://docs.phidata.com/agents/teams#webpage\"},\"dateModified\":\"2026-01-07T00:42:51.824Z\",\"publisher\":{\"@id\":\"https://docs.phidata.com/#organization\"},\"isPartOf\":{\"@id\":\"https://docs.phidata.com#website\"}}]}\u003c/script>\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@type\":\"WebSite\",\"name\":\"Phidata\",\"creator\":{\"@type\":\"Organization\",\"name\":\"Mintlify\",\"url\":\"https://mintlify.com\"}}\u003c/script>","siteName":"Phidata","nav":{"global":null,"tabs":[{"tab":"Documentation","groups":[{"group":"Getting Started","pages":[{"title":"Introduction","href":"/introduction"},{"title":"Agent UI","href":"/agent-ui"},{"title":"Examples","href":"/more-examples"},{"title":"Monitoring","href":"/monitoring"},{"title":"Workflows","href":"/workflows"},{"title":"Getting Help","href":"/getting-help"}]},{"group":"Documentation","pages":[{"group":"Agents","pages":[{"title":"Introduction","href":"/agents/introduction"},{"title":"Prompts","href":"/agents/prompts"},{"title":"Tools","href":"/agents/tools"},{"title":"Knowledge","href":"/agents/knowledge"},{"title":"Memory","href":"/agents/memory"},{"title":"Storage","href":"/agents/storage"},{"title":"Structured Output","href":"/agents/structured-output"},{"title":"Reasoning","description":null,"href":"/agents/reasoning"},{"title":"Teams","href":"/agents/teams"}]},{"group":"Models","pages":[{"title":"Introduction","description":null,"href":"/models/introduction"},{"title":"OpenAI","href":"/models/openai"},{"title":"OpenAI Like","href":"/models/openai-like"},{"title":"Anthropic Claude","href":"/models/anthropic"},{"title":"AWS Bedrock Claude","href":"/models/aws-bedrock"},{"title":"Azure","href":"/models/azure"},{"title":"Cohere","href":"/models/cohere"},{"title":"DeepSeek","href":"/models/deepseek"},{"title":"Fireworks","href":"/models/fireworks"},{"title":"Gemini - AI Studio","href":"/models/google"},{"title":"Gemini - VertexAI","href":"/models/vertexai"},{"title":"Groq","href":"/models/groq"},{"title":"HuggingFace","href":"/models/huggingface"},{"title":"Mistral","href":"/models/mistral"},{"title":"Nvidia","href":"/models/nvidia"},{"title":"Ollama","href":"/models/ollama"},{"title":"OpenRouter","href":"/models/openrouter"},{"title":"Sambanova","href":"/models/sambanova"},{"title":"Together","href":"/models/together"},{"title":"xAI","href":"/models/xai"}]},{"group":"Tools","pages":[{"title":"Introduction","href":"/tools/introduction"},{"title":"Functions","href":"/tools/functions"},{"title":"Toolkits","href":"/tools/toolkits"},{"title":"Writing your own Toolkit","href":"/tools/custom-toolkits"},{"title":"Airflow","href":"/tools/airflow"},{"title":"Apify","href":"/tools/apify"},{"title":"Arxiv","href":"/tools/arxiv"},{"title":"AWS Lambda","href":"/tools/aws_lambda"},{"title":"BaiduSearch","sidebarTitle":"BaiduSearch","href":"/tools/baidusearch"},{"title":"Calculator","href":"/tools/calculator"},{"title":"Cal.com","href":"/tools/calcom"},{"title":"Composio","href":"/tools/composio"},{"title":"Crawl4AI","href":"/tools/crawl4ai"},{"title":"CSV","href":"/tools/csv"},{"title":"Dalle","href":"/tools/dalle"},{"title":"DuckDb","href":"/tools/duckdb"},{"title":"DuckDuckGo","sidebarTitle":"DuckDuckGo","href":"/tools/duckduckgo"},{"title":"Email","href":"/tools/email"},{"title":"Exa","href":"/tools/exa"},{"title":"Fal","href":"/tools/fal"},{"title":"File","href":"/tools/file"},{"title":"Firecrawl","href":"/tools/firecrawl"},{"title":"Giphy","href":"/tools/giphy"},{"title":"Github","href":"/tools/github"},{"title":"Google Calendar","href":"/tools/googlecalendar"},{"title":"Google Search","href":"/tools/googlesearch"},{"title":"Hacker News","href":"/tools/hackernews"},{"title":"Jina Reader","href":"/tools/jina_reader"},{"title":"Jira","href":"/tools/jira"},{"title":"Linear","href":"/tools/linear"},{"title":"Lumalabs","href":"/tools/lumalabs"},{"title":"MLX Transcribe","href":"/tools/mlx_transcribe"},{"title":"ModelsLabs","href":"/tools/models_labs"},{"title":"Newspaper","href":"/tools/newspaper"},{"title":"Newspaper4k","href":"/tools/newspaper4k"},{"title":"OpenBB","href":"/tools/openbb"},{"title":"Pandas","href":"/tools/pandas"},{"title":"Phi","href":"/tools/phi"},{"title":"Postgres","href":"/tools/postgres"},{"title":"Pubmed","href":"/tools/pubmed"},{"title":"Python","sidebarTitle":"Python","href":"/tools/python"},{"title":"Replicate","href":"/tools/replicate"},{"title":"Resend","href":"/tools/resend"},{"title":"Searxng","href":"/tools/searxng"},{"title":"Serpapi","href":"/tools/serpapi"},{"title":"Shell","href":"/tools/shell"},{"title":"Slack","href":"/tools/slack"},{"title":"Sleep","href":"/tools/sleep"},{"title":"Spider","href":"/tools/spider"},{"title":"SQL","href":"/tools/sql"},{"title":"Tavily","href":"/tools/tavily"},{"title":"Twitter","href":"/tools/twitter"},{"title":"Website","href":"/tools/website"},{"title":"Wikipedia","href":"/tools/wikipedia"},{"title":"Youtube","href":"/tools/youtube"},{"title":"Zendesk","href":"/tools/zendesk"},{"title":"Zoom","href":"/tools/zoom"}]},{"group":"Knowledge","pages":[{"title":"Introduction","href":"/knowledge/introduction"},{"title":"ArXiv Knowledge Base","sidebarTitle":"ArXiv","href":"/knowledge/arxiv"},{"title":"Combined KnowledgeBase","sidebarTitle":"Combined","href":"/knowledge/combined"},{"title":"CSV Knowledge Base","sidebarTitle":"CSV","href":"/knowledge/csv"},{"title":"CSV URL Knowledge Base","sidebarTitle":"CSV URLs","href":"/knowledge/csv-url"},{"title":"Docx Knowledge Base","sidebarTitle":"Docx","href":"/knowledge/docx"},{"title":"Document Knowledge Base","sidebarTitle":"Document","href":"/knowledge/document"},{"title":"JSON Knowledge Base","sidebarTitle":"JSON","href":"/knowledge/json"},{"title":"LangChain Knowledge Base","sidebarTitle":"LangChain","href":"/knowledge/langchain"},{"title":"LlamaIndex Knowledge Base","sidebarTitle":"LlamaIndex","href":"/knowledge/llamaindex"},{"title":"PDF Knowledge Base","sidebarTitle":"PDF","href":"/knowledge/pdf"},{"title":"PDF URL Knowledge Base","sidebarTitle":"PDF URLs","href":"/knowledge/pdf-url"},{"title":"S3 PDF Knowledge Base","sidebarTitle":"S3 PDF","href":"/knowledge/s3_pdf"},{"title":"S3 Text Knowledge Base","sidebarTitle":"S3 Text","href":"/knowledge/s3_text"},{"title":"Text Knowledge Base","sidebarTitle":"Text","href":"/knowledge/text"},{"title":"Website Knowledge Base","sidebarTitle":"Website","href":"/knowledge/website"},{"title":"Wikipedia KnowledgeBase","sidebarTitle":"Wikipedia","href":"/knowledge/wikipedia"}]},{"group":"Chunking","pages":[{"title":"Fixed Size Chunking","href":"/chunking/fixed-size-chunking"},{"title":"Agentic Chunking","href":"/chunking/agentic-chunking"},{"title":"Semantic Chunking","href":"/chunking/semantic-chunking"},{"title":"Recursive Chunking","href":"/chunking/recursive-chunking"},{"title":"Document Chunking","href":"/chunking/document-chunking"}]},{"group":"VectorDbs","pages":[{"title":"Introduction","href":"/vectordb/introduction"},{"title":"PgVector Agent Knowledge","sidebarTitle":"PgVector","href":"/vectordb/pgvector"},{"title":"Qdrant Agent Knowledge","sidebarTitle":"Qdrant","href":"/vectordb/qdrant"},{"title":"Pinecone Agent Knowledge","sidebarTitle":"Pinecone","href":"/vectordb/pinecone"},{"title":"LanceDB Agent Knowledge","sidebarTitle":"LanceDB","href":"/vectordb/lancedb"},{"title":"ChromaDB Agent Knowledge","sidebarTitle":"ChromaDB","href":"/vectordb/chroma"},{"title":"SingleStore Agent Knowledge","sidebarTitle":"SingleStore","href":"/vectordb/singlestore"}]},{"group":"Storage","pages":[{"title":"Introduction","href":"/storage/introduction"},{"title":"Postgres Agent Storage","sidebarTitle":"Postgres","href":"/storage/postgres"},{"title":"Sqlite Agent Storage","sidebarTitle":"Sqlite","href":"/storage/sqlite"},{"title":"Singlestore Agent Storage","sidebarTitle":"Singlestore","href":"/storage/singlestore"},{"title":"DynamoDB Agent Storage","sidebarTitle":"DynamoDB","href":"/storage/dynamodb"},{"title":"JSON Agent Storage","sidebarTitle":"JSON","href":"/storage/json"},{"title":"YAML Agent Storage","sidebarTitle":"YAML","href":"/storage/yaml"}]},{"group":"Embeddings","pages":[{"title":"Introduction","href":"/embedder/introduction"},{"title":"OpenAI Embedder","sidebarTitle":"OpenAI","href":"/embedder/openai"},{"title":"Gemini Embedder","sidebarTitle":"Gemini","href":"/embedder/gemini"},{"title":"Ollama Embedder","sidebarTitle":"Ollama","href":"/embedder/ollama"},{"title":"Voyage AI Embedder","sidebarTitle":"Voyage AI","href":"/embedder/voyageai"},{"title":"Azure OpenAI Embedder","sidebarTitle":"Azure OpenAI","href":"/embedder/azure_openai"},{"title":"Mistral Embedder","sidebarTitle":"Mistral","href":"/embedder/mistral"},{"title":"Fireworks Embedder","sidebarTitle":"Fireworks","href":"/embedder/fireworks"},{"title":"Together Embedder","sidebarTitle":"Together","href":"/embedder/together"},{"title":"HuggingFace Embedder","sidebarTitle":"HuggingFace","href":"/embedder/huggingface"},{"title":"Qdrant FastEmbed Embedder","sidebarTitle":"Qdrant FastEmbed","href":"/embedder/qdrant_fastembed"},{"title":"SentenceTransformers Embedder","sidebarTitle":"SentenceTransformers","href":"/embedder/sentencetransformers"}]},{"group":"Workflows","pages":[{"title":"Introduction","href":"/workflows/introduction"},{"title":"Session State","href":"/workflows/session-state"},{"title":"Streaming","href":"/workflows/streaming"},{"title":"Advanced Example - News Report Generator","href":"/workflows/news-report-generator"}]}]},{"group":"How To","pages":[{"title":"Install \u0026 Upgrade","href":"/how-to/install"},{"title":"Upgrade to v2.5.0","href":"/migration/2-5-0"}]}]},{"tab":"Examples","pages":[{"title":"Examples","href":"/examples/introduction"}]},{"tab":"Templates","pages":[{"title":"Templates","href":"/templates/introduction"}]},{"tab":"Product Updates","pages":[{"title":"Product Updates","href":"/changelog/overview"}]},{"tab":"Reference","pages":[{"title":"Reference","href":"/reference/agent"}]},{"tab":"FAQs","pages":[{"title":"FAQs","href":"/faq/could-not-connect-to-docker"}]}]},"title":"Teams - Phidata","buildId":"dpl_cadrRc5H9XQiJQbDFN5mcYRs2PAj","deploymentId":"dpl_cadrRc5H9XQiJQbDFN5mcYRs2PAj","dynamics":[],"chunks":[]}