Learn how to use a vector database to store and retrieve vectors for your LLM application.
This guide is a work in progress.
{"docsConfig":{"$schema":"https://mintlify.com/docs.json","theme":"mint","name":"Palico AI","colors":{"primary":"#a855f7","light":"#c084fc","dark":"#a855f7"},"favicon":"/favicon.png","logo":{"light":"https://mintcdn.com/palicoai-c392fb7d/Sh3FtY8afZy7cfIf/logo/logo.png?fit=max\u0026auto=format\u0026n=Sh3FtY8afZy7cfIf\u0026q=85\u0026s=ce39e2077b08239926967b35c9effce5","dark":"https://mintcdn.com/palicoai-c392fb7d/Sh3FtY8afZy7cfIf/logo/logo.png?fit=max\u0026auto=format\u0026n=Sh3FtY8afZy7cfIf\u0026q=85\u0026s=ce39e2077b08239926967b35c9effce5"},"api":{"playground":{"display":"none"},"mdx":{"server":"http://localhost:8000","auth":{"method":"bearer","name":null}}},"navbar":{"links":[{"label":"Support","href":"mailto:asif@palico.ai"}],"primary":{"type":"button","label":"GitHub","href":"https://github.com/palico-ai/palico-ai"}},"footer":{"socials":{"x":"https://x.com/shikderNYC","github":"https://github.com/palico-ai/palico-ai","linkedin":"https://www.linkedin.com/company/102658123"}},"integrations":{"ga4":{"measurementId":"G-Q39NFM4PTV"},"gtm":{"tagId":"GTM-5C2WKP72"}},"navigation":{"global":{"anchors":[{"anchor":"Palico.AI","href":"https://www.palico.ai/","icon":"globe"},{"anchor":"Blog","href":"https://blog.palico.ai/","icon":"newspaper"},{"anchor":"Community","href":"https://discord.gg/TyQPVSXa","icon":"discord"}]},"pages":[]}},"deployment":{"deploymentMetadataValue":{"subdomain":"palicoai-c392fb7d","hasAudioNarration":false,"actualSubdomain":"palicoai-c392fb7d","customDomains":["docs.palico.ai"],"gitSource":{"type":"github","owner":"palico-ai","repo":"palico-ai","deployBranch":"main","contentDirectory":"apps/docs","isPrivate":true,"mountPath":"","label":""},"chroma":{"liveDeploymentHistoryId":"6a21e63e4c43fec466d796c4","collectionId":"d90dbf93-a04a-4ace-b354-8a511bac3e23","schemaVersion":"v2"},"entitlements":{},"buildId":"6a21e63e4c43fec466d796c4:success","clientVersion":"0.0.3965","searchFilterCounts":[{"language":"default","tag":"Palico App","count":16},{"language":"default","tag":"Guides","count":10},{"language":"default","tag":"Client SDKs","count":5},{"language":"default","tag":"Integrations","count":4},{"language":"default","tag":"REST API","count":3},{"language":"default","tag":"Get Started","count":2},{"language":"default","tag":"@palico-ai / client-js","count":1},{"language":"default","tag":"@palico-ai / react","count":1}]},"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":"integrations/vector_db","slug":"/integrations/vector_db","pageMetadata":{"title":"Vector Database","description":"Learn how to use a vector database to store and retrieve vectors for your LLM application.","href":"/integrations/vector_db"},"description":{"compiledSource":"\"use strict\";\nconst {jsx: _jsx} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n p: \"p\",\n ..._provideComponents(),\n ...props.components\n };\n return _jsx(_components.p, {\n children: \"Learn how to use a vector database to store and retrieve vectors for your LLM application.\"\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = {\n ..._provideComponents(),\n ...props.components\n };\n return MDXLayout ? _jsx(MDXLayout, {\n ...props,\n children: _jsx(_createMdxContent, {\n ...props\n })\n }) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\n","frontmatter":{},"scope":{}},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{jsx:_jsx}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){const{Warning}={..._provideComponents(),...props.components};if(!Warning)_missingMdxReference(`Warning`,true);return _jsx(Warning,{children:`This guide is a work in progress.`})}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":"Vector Database","description":"Learn how to use a vector database to store and retrieve vectors for your LLM application.","href":"/integrations/vector_db"}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[],"codeExamples":{}},"jsLinks":[],"subdomain":"palicoai-c392fb7d","siteName":"Palico AI","title":"Vector Database - Palico AI","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2026-01-07T02:43:36.499Z","originalFileLocation":"integrations/vector_db.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=\"description\" content=\"Learn how to use a vector database to store and retrieve vectors for your LLM application.\">\u003cmeta data-mint-head name=\"application-name\" content=\"Palico AI\">\u003cmeta data-mint-head name=\"generator\" content=\"Mintlify\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_generated/favicon/apple-touch-icon.png\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_generated/favicon-dark/favicon.ico\" media=\"(prefers-color-scheme: dark)\">\u003cmeta data-mint-head property=\"og:title\" content=\"Vector Database - Palico AI\">\u003cmeta data-mint-head property=\"og:description\" content=\"Learn how to use a vector database to store and retrieve vectors for your LLM application.\">\u003cmeta data-mint-head property=\"og:site_name\" content=\"Palico AI\">\u003cmeta data-mint-head property=\"og:url\" content=\"https://docs.palico.ai/integrations/vector_db\">\u003cmeta data-mint-head property=\"og:type\" content=\"website\">\u003cmeta data-mint-head property=\"og:image\" content=\"https://palicoai-c392fb7d.mintlify.app/_mintlify/api/og/v2?division=Integrations\u0026amp;title=Vector+Database\u0026amp;description=Learn+how+to+use+a+vector+database+to+store+and+retrieve+vectors+for+your+LLM+application.\u0026amp;theme=e0df6142e860ac0fe5d788ce\u0026amp;signature=e0c85c44c6f29e3d88df1f1437302c65d2587fd3a7e0671c36d7e93209925f14\">\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=\"Vector Database - Palico AI\">\u003cmeta data-mint-head name=\"twitter:description\" content=\"Learn how to use a vector database to store and retrieve vectors for your LLM application.\">\u003cmeta data-mint-head name=\"twitter:image\" content=\"https://palicoai-c392fb7d.mintlify.app/_mintlify/api/og/v2?division=Integrations\u0026amp;title=Vector+Database\u0026amp;description=Learn+how+to+use+a+vector+database+to+store+and+retrieve+vectors+for+your+LLM+application.\u0026amp;theme=e0df6142e860ac0fe5d788ce\u0026amp;signature=e0c85c44c6f29e3d88df1f1437302c65d2587fd3a7e0671c36d7e93209925f14\">\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/palicoai-c392fb7d/MB3Iu3SxfCiDAX-Q/_generated/favicon/browserconfig.xml\">\u003cmeta data-mint-head name=\"apple-mobile-web-app-title\" content=\"Palico AI\">\u003cmeta data-mint-head name=\"msapplication-TileColor\" content=\"#a855f7\">\u003clink data-mint-head rel=\"canonical\" href=\"https://docs.palico.ai/integrations/vector_db\">\u003clink data-mint-head rel=\"alternate\" type=\"application/xml\" href=\"/sitemap.xml\">\u003clink data-mint-head rel=\"alternate\" type=\"text/markdown\" href=\"/integrations/vector_db.md\">\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https://docs.palico.ai/#organization\",\"name\":\"Palico AI\",\"url\":\"https://docs.palico.ai\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://mintcdn.com/palicoai-c392fb7d/Sh3FtY8afZy7cfIf/logo/logo.png?fit=max\u0026auto=format\u0026n=Sh3FtY8afZy7cfIf\u0026q=85\u0026s=ce39e2077b08239926967b35c9effce5\"}},{\"@type\":\"WebSite\",\"@id\":\"https://docs.palico.ai#website\",\"name\":\"Palico AI\",\"url\":\"https://docs.palico.ai\",\"publisher\":{\"@id\":\"https://docs.palico.ai/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https://docs.palico.ai/integrations/vector_db#webpage\",\"url\":\"https://docs.palico.ai/integrations/vector_db\",\"name\":\"Vector Database\",\"description\":\"Learn how to use a vector database to store and retrieve vectors for your LLM application.\",\"dateModified\":\"2026-01-07T02:43:36.499Z\",\"isPartOf\":{\"@id\":\"https://docs.palico.ai#website\"},\"breadcrumb\":{\"@id\":\"https://docs.palico.ai/integrations/vector_db#breadcrumb\"}},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://docs.palico.ai/integrations/vector_db#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Integrations\",\"item\":\"https://docs.palico.ai/integrations/langchain\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Vector Database\",\"item\":\"https://docs.palico.ai/integrations/vector_db\"}]},{\"@type\":[\"Article\",\"TechArticle\"],\"@id\":\"https://docs.palico.ai/integrations/vector_db#article\",\"headline\":\"Vector Database\",\"name\":\"Vector Database\",\"description\":\"Learn how to use a vector database to store and retrieve vectors for your LLM application.\",\"url\":\"https://docs.palico.ai/integrations/vector_db\",\"mainEntityOfPage\":{\"@id\":\"https://docs.palico.ai/integrations/vector_db#webpage\"},\"dateModified\":\"2026-01-07T02:43:36.499Z\",\"publisher\":{\"@id\":\"https://docs.palico.ai/#organization\"},\"isPartOf\":{\"@id\":\"https://docs.palico.ai#website\"}}]}\u003c/script>\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@type\":\"WebSite\",\"name\":\"Palico AI\",\"creator\":{\"@type\":\"Organization\",\"name\":\"Mintlify\",\"url\":\"https://mintlify.com\"}}\u003c/script>","siteName":"Palico AI","nav":{"global":{"anchors":[{"anchor":"Palico.AI","href":"https://www.palico.ai/","icon":"globe"},{"anchor":"Blog","href":"https://blog.palico.ai/","icon":"newspaper"},{"anchor":"Community","href":"https://discord.gg/TyQPVSXa","icon":"discord"}]},"tabs":[{"tab":"Palico App","groups":[{"group":"Get Started","pages":[{"title":"Quickstart","href":"/quickstart"},{"title":"Components","href":"/components"}]},{"group":"Guides","pages":[{"title":"Build You Application","href":"/guides/build"},{"title":"Agent With Tools","href":"/guides/agents"},{"title":"Feature Flags","href":"/guides/feature_flag"},{"title":"Streaming","href":"/guides/streaming"},{"title":"Long-Term Memory","href":"/guides/conversation_state"},{"title":"Logs And Traces","href":"/guides/telemetry"},{"title":"Experiments","href":"/guides/experiments"},{"title":"AI Gateway","href":"/guides/ai_gateway"},{"title":"Prompt Management","href":"/guides/prompt_management"},{"title":"Deployment","href":"/guides/deployment"}]},{"group":"Integrations","pages":[{"title":"LangChain","href":"/integrations/langchain"},{"title":"Llama Index","href":"/integrations/llamaindex"},{"title":"Model Providers","description":"You can use any LLM Providers with Palico. Here are some examples of popular LLM providers.","href":"/integrations/llm_providers"},{"title":"Vector Database","href":"/integrations/vector_db"}]}]},{"tab":"Client SDKs","pages":[{"title":"Client SDKs","href":"/client-sdk/introduction"}]},{"tab":"Types","href":"https://typedoc.palico.ai/"}]},"title":"Vector Database - Palico AI","buildId":"dpl_849ArpqvBiCczQiT1Y1stNGpbqHT","deploymentId":"dpl_849ArpqvBiCczQiT1Y1stNGpbqHT","dynamics":[],"chunks":[]}
