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!DOCTYPE html>html langen classlight>head>meta charSetutf-8/>meta nameviewport contentwidthdevice-width, initial-scale1/>link relpreload href/_next/static/media/26d4368bf94c0ec4-s.p.woff2 asfont crossorigin typefont/woff2/>link relpreload asimage hrefhttps://onenode.ai/images/mainIcon.png fetchPriorityhigh/>link relstylesheet href/_next/static/css/6dd3b7085b90fde1.css data-precedencenext/>link relstylesheet href/_next/static/css/e7eddfe4828c1690.css data-precedencenext/>link relstylesheet href/_next/static/css/3a91d389a784b745.css data-precedencenext/>link relpreload asscript fetchPrioritylow href/_next/static/chunks/webpack-4ac8b754a02336de.js/>script src/_next/static/chunks/fd9d1056-83811740eb3c2b2a.js async>/script>script src/_next/static/chunks/117-34636b0b32eba1c1.js async>/script>script src/_next/static/chunks/main-app-19af606fa75b632e.js async>/script>script src/_next/static/chunks/785-e8a195ee09c7104d.js async>/script>script src/_next/static/chunks/444-188f3a25787a1b66.js async>/script>script src/_next/static/chunks/472-638f1f13693c0e6d.js async>/script>script src/_next/static/chunks/353-77f47b9379b9dbaf.js async>/script>script src/_next/static/chunks/855-894fb53d3c20e641.js async>/script>script src/_next/static/chunks/app/page-9c481eb33e766ff5.js async>/script>script src/_next/static/chunks/648-07b7159964269dde.js async>/script>script src/_next/static/chunks/app/layout-f57300875ac52152.js async>/script>title>OneNode Docs/title>meta namedescription contentThe chillest AI-native database out there./>meta namenext-size-adjust/>script src/_next/static/chunks/polyfills-42372ed130431b0a.js noModule>/script>/head>body class__className_6d343d>div classflex min-h-screen content-bg>aside classfixed inset-y-0 left-0 z-10 w-56 sidebar-bg shadow-sm flex flex-col undefined>div classflex items-center h-14 px-4 flex-shrink-0>a classflex items-center group hrefhttps://onenode.ai>div classrelative>div classabsolute -inset-2 bg-red-100 dark:bg-red-900/30 rounded-lg 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fillnone strokecurrentColor viewBox0 0 24 24 xmlnshttp://www.w3.org/2000/svg>path stroke-linecapround stroke-linejoinround stroke-width2 dM13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z>/path>/svg>span classfont-medium>Overview/span>/a>/li>li>a class                        block w-full rounded-md text-xs                        transition-all duration-200 px-2 py-1.5                        flex items-center                        bg-red-100 text-red-900 dark:bg-black dark:text-red-300 shadow-sm                       href/>svg classw-3 h-3 mr-1 fillnone strokecurrentColor viewBox0 0 24 24 xmlnshttp://www.w3.org/2000/svg>path stroke-linecapround stroke-linejoinround stroke-width2 dM13 10V3L4 14h7v7l9-11h-7z>/path>/svg>span classfont-semibold>Quick Start/span>div classml-auto>div classw-1 h-1 bg-red-400 rounded-full mr-0.5>/div>/div>/a>/li>/ul>/div>div classmb-4>h3 classtext-10px font-bold text-app-tertiary uppercase tracking-wider mb-1.5 ml-1.5 flex items-center>div classw-1 h-1 bg-red-400 rounded-full mr-1>/div>span classtext-app-secondary>Core Operations/span>/h3>ul classspace-y-0.5>li>a class                        block w-full rounded-md text-xs                        transition-all duration-200 px-2 py-1.5                        flex items-center                        text-app-secondary hover:bg-gray-100 dark:hover:bg-black                       href/document/insert>svg classw-3 h-3 mr-1 fillnone strokecurrentColor viewBox0 0 24 24 xmlnshttp://www.w3.org/2000/svg>path stroke-linecapround stroke-linejoinround stroke-width2 dM12 6v6m0 0v6m0-6h6m-6 0H6>/path>/svg>span classfont-medium>Insert/span>/a>/li>li>a class                        block w-full rounded-md text-xs                        transition-all duration-200 px-2 py-1.5                        flex items-center                        text-app-secondary hover:bg-gray-100 dark:hover:bg-black                       href/document/query>svg classw-3 h-3 mr-1 fillnone strokecurrentColor viewBox0 0 24 24 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2 0 002-2V6a2 2 0 00-2-2H6a2 2 0 00-2 2v12a2 2 0 002 2z>/path>/svg>span classfont-medium>Image/span>/a>/li>/ul>/div>div classmb-4>h3 classtext-10px font-bold text-app-tertiary uppercase tracking-wider mb-1.5 ml-1.5 flex items-center>div classw-1 h-1 bg-red-400 rounded-full mr-1>/div>span classtext-app-secondary>LLM Models/span>/h3>ul classspace-y-0.5>li>a class                        block w-full rounded-md text-xs                        transition-all duration-200 px-2 py-1.5                        flex items-center                        text-app-secondary hover:bg-gray-100 dark:hover:bg-black                       href/llm_models>svg classw-3 h-3 mr-1 fillnone strokecurrentColor viewBox0 0 24 24 xmlnshttp://www.w3.org/2000/svg>path stroke-linecapround stroke-linejoinround stroke-width2 dM9 3v2m6-2v2M9 19v2m6-2v2M5 9H3m2 6H3m18-6h-2m2 6h-2M7 19h10a2 2 0 002-2V7a2 2 0 00-2-2H7a2 2 0 00-2 2v10a2 2 0 002 2zM9 9h6v6H9V9z>/path>/svg>span classfont-medium>Overview/span>/a>/li>li>a class    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strokecurrentColor>path stroke-linecapround stroke-linejoinround stroke-width2 dM10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14>/path>/svg>/span>/a>/div>/div>/div>div classmax-w-1400px mx-auto px-6 pt-2 pb-8>div classgrid grid-cols-1 lg:grid-cols-5 gap-6>div classlg:col-span-4>div classdocs-content content-bg px-6 py-5 pt-4 rounded-xl shadow-sm>div classprose dark:prose-invert max-w-none>div classflex items-center justify-between mb-6 >h1 classtext-3xl font-bold text-red-500 dark:text-red-300 m-0>Quick Start/h1>button class        px-4 py-2        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center justify-center gap-2        w-48        bg-app-tertiary text-app-primary hover:bg-app-secondary border-app-primary        border               titleCopy page content in Markdown format (python) tabindex0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM9 12h6m-6 4h6m2 5H7a2 2 0 01-2-2V5a2 2 0 012-2h5.586a1 1 0 01.707.293l5.414 5.414a1 1 0 01.293.707V19a2 2 0 01-2 2z>/path>/svg>span>Copy This Page/span>/div>/button>/div>div roletablist aria-orientationhorizontal classinline-flex h-10 items-center justify-center rounded-lg bg-app-tertiary p-1 text-app-secondary shadow-sm border border-app-primary>button typebutton roletab aria-selectedtrue classinline-flex items-center justify-center whitespace-nowrap rounded-md px-4 py-1.5 text-sm font-medium transition-all duration-200          bg-app-primary dark:bg-white/10 shadow-sm text-app-primary focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 focus-visible:ring-offset-2>div classw-4 h-4 mr-1.5 flex items-center justify-center overflow-visible>img altPython loadinglazy width16 height16 decodingasync data-nimg1 stylecolor:transparent;object-fit:contain;border-radius:0 src/images/python.svg/>/div>Python/button>button typebutton roletab aria-selectedfalse classinline-flex items-center justify-center whitespace-nowrap rounded-md px-4 py-1.5 text-sm font-medium transition-all duration-200          hover:bg-app-secondary dark:hover:bg-white/10 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 focus-visible:ring-offset-2>div classw-4 h-4 mr-1.5 flex items-center justify-center overflow-visible>img altJavaScript loadinglazy width16 height16 decodingasync data-nimg1 stylecolor:transparent;object-fit:contain;border-radius:0 src/images/javascript.svg/>/div>JavaScript/button>/div>p>Welcome to strong>OneNode/strong>! The chillest AI-native database out there! Get started instantly without any setup or signup - just install the SDK and start saving documents. Whether you're prototyping, learning, or exploring our features, you can begin using OneNode immediately./p>h2>Step 1: Install SDK/h2>div data-languagepython>div classjsx-b3e1b6a7c9b96113 relative>button class        absolute right-4 top-4        px-3 py-1.5        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center gap-2        bg-app-tertiary text-app-primary hover:bg-app-secondary        border border-app-primary       tabindex0 styleopacity:0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z>/path>/svg>span>Copy/span>/div>/button>div classjsx-b3e1b6a7c9b96113 custom-code-block>pre stylecolor:black;background:#f5f2f0;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:0.75rem;text-align:left;white-space:pre;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;padding:2rem;margin:.5em 0;overflow:auto;border-radius:0.75rem classjsx-b3e1b6a7c9b96113 >code classjsx-b3e1b6a7c9b96113 language-bash stylewhite-space:pre;color:black;background:none;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:1em;text-align:left;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none>span>pip /span>span classtoken stylecolor:#DD4A68>install/span>span> onenode/span>/code>/pre>/div>/div>/div>h2>Step 2: Initialize the Client/h2>p>Choose how you want to initialize OneNode based on your needs:/p>h3>Option A: Without API Key (Temporary Data/Prototyping)/h3>p>No environment variables, no API keys, no configuration - just start using OneNode immediately. strong>Completely free/strong> with no signup required:/p>div data-languagepython>div classjsx-b3e1b6a7c9b96113 relative>button class        absolute right-4 top-4        px-3 py-1.5        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center gap-2        bg-app-tertiary text-app-primary hover:bg-app-secondary        border border-app-primary       tabindex0 styleopacity:0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z>/path>/svg>span>Copy/span>/div>/button>div classjsx-b3e1b6a7c9b96113 custom-code-block>pre stylecolor:black;background:#f5f2f0;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:0.75rem;text-align:left;white-space:pre;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;padding:2rem;margin:.5em 0;overflow:auto;border-radius:0.75rem classjsx-b3e1b6a7c9b96113 >code classjsx-b3e1b6a7c9b96113 language-python stylewhite-space:pre;color:black;background:none;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:1em;text-align:left;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none>span classtoken stylecolor:#07a>from/span>span> onenode /span>span classtoken stylecolor:#07a>import/span>span> OneNode/span>span classtoken stylecolor:#999>,/span>span> Text/span>span classtoken stylecolor:#999>,/span>span> Image/span>span>/span>span classtoken stylecolor:slategray># Initialize client in anonymous mode - works instantly!/span>span>/span>span>client /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> OneNode/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#999>)/span>span>/span>span>db /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> client/span>span classtoken stylecolor:#999>./span>span>db/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#690>"your_database"/span>span classtoken stylecolor:#999>)/span>span>/span>span>collection /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> db/span>span classtoken stylecolor:#999>./span>span>collection/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#690>"your_collection"/span>span classtoken stylecolor:#999>)/span>/code>/pre>/div>/div>/div>h3>Option B: With API Key (Persistent Data)/h3>p>For production applications and persistent data, initialize with your API key. strong>Free to use/strong> - just sign up to generate your API key:/p>div data-languagepython>div classjsx-b3e1b6a7c9b96113 relative>button class        absolute right-4 top-4        px-3 py-1.5        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center gap-2        bg-app-tertiary text-app-primary hover:bg-app-secondary        border border-app-primary       tabindex0 styleopacity:0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z>/path>/svg>span>Copy/span>/div>/button>div classjsx-b3e1b6a7c9b96113 custom-code-block>pre stylecolor:black;background:#f5f2f0;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:0.75rem;text-align:left;white-space:pre;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;padding:2rem;margin:.5em 0;overflow:auto;border-radius:0.75rem classjsx-b3e1b6a7c9b96113 >code classjsx-b3e1b6a7c9b96113 language-python stylewhite-space:pre;color:black;background:none;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:1em;text-align:left;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none>span classtoken stylecolor:#07a>from/span>span> onenode /span>span classtoken stylecolor:#07a>import/span>span> OneNode/span>span classtoken stylecolor:#999>,/span>span> Text/span>span classtoken stylecolor:#999>,/span>span> Image/span>span>/span>span classtoken stylecolor:#07a>import/span>span> os/span>span>/span>span classtoken stylecolor:slategray># Initialize client with API key/span>span>/span>span>client /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> OneNode/span>span classtoken stylecolor:#999>(/span>span>api_key/span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span classtoken stylecolor:#690>"your_api_key_here"/span>span classtoken stylecolor:#999>)/span>span>/span>span>/span>span classtoken stylecolor:slategray># Or use environment variable/span>span>/span>span>/span>span classtoken stylecolor:slategray># client  OneNode(api_keyos.getenv("ONENODE_API_KEY"))/span>span>/span>span>db /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> client/span>span classtoken stylecolor:#999>./span>span>db/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#690>"your_database"/span>span classtoken stylecolor:#999>)/span>span>/span>span>collection /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> db/span>span classtoken stylecolor:#999>./span>span>collection/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#690>"your_collection"/span>span classtoken stylecolor:#999>)/span>/code>/pre>/div>/div>/div>div classbg-black/5 dark:bg-white/10 border border-black/20 dark:border-white/20 rounded-lg p-4 my-4>div classtext-black dark:text-white font-semibold mb-2>ℹ️ !-- -->Anonymous vs API Key Usage/div>div classtext-black/80 dark:text-white/80 text-sm>ul classspace-y-2>li>strong>Anonymous Mode (Option A)/strong>: Perfect for prototyping, learning, and testing. Data is temporary and automatically cleaned up. strong>Completely free/strong> with no signup required - works instantly!/li>li>strong>API Key Mode (Option B)/strong>: Required for production applications. Data persists permanently, higher rate limits, access to advanced features like the developer console. strong>Free to use/strong> - just requires signup to generate API key./li>/ul>/div>/div>h2>Step 3: Save Documents/h2>h3>Example: Insert a Document/h3>div data-languagepython>div classjsx-b3e1b6a7c9b96113 relative>button class        absolute right-4 top-4        px-3 py-1.5        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center gap-2        bg-app-tertiary text-app-primary hover:bg-app-secondary        border border-app-primary       tabindex0 styleopacity:0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z>/path>/svg>span>Copy/span>/div>/button>div classjsx-b3e1b6a7c9b96113 custom-code-block>pre stylecolor:black;background:#f5f2f0;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:0.75rem;text-align:left;white-space:pre;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;padding:2rem;margin:.5em 0;overflow:auto;border-radius:0.75rem classjsx-b3e1b6a7c9b96113 >code classjsx-b3e1b6a7c9b96113 language-python stylewhite-space:pre;color:black;background:none;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:1em;text-align:left;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none>span classtoken stylecolor:slategray># Create text instance/span>span>/span>span>background_text /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> Text/span>span classtoken stylecolor:#999>(/span>span>/span>span>    /span>span classtoken stylecolor:#690>"Through the Looking-Glass follows Alice as she steps into a fantastical world..."/span>span>/span>span>/span>span classtoken stylecolor:#999>)/span>span classtoken stylecolor:#999>./span>span>enable_index/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#999>)/span>span>/span>span>/span>span classtoken stylecolor:slategray># Create image instance (file type auto-detected from extension)/span>span>/span>span>profile_image /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> Image/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#690>"alice-profile.jpg"/span>span classtoken stylecolor:#999>)/span>span classtoken stylecolor:#999>./span>span>enable_index/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#999>)/span>span>/span>span>/span>span classtoken stylecolor:slategray># Define the document to be inserted/span>span>/span>span>docs /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#999>/span>span>/span>span>    /span>span classtoken stylecolor:#999>{/span>span>/span>span>        /span>span classtoken stylecolor:#690>"name"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#690>"Alice"/span>span classtoken stylecolor:#999>,/span>span>/span>span>        /span>span classtoken stylecolor:#690>"age"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#690>"7"/span>span classtoken stylecolor:#999>,/span>span>/span>span>        /span>span classtoken stylecolor:#690>"background"/span>span classtoken stylecolor:#999>:/span>span> background_text/span>span classtoken stylecolor:#999>,/span>span>/span>span>        /span>span classtoken stylecolor:#690>"profile_picture"/span>span classtoken stylecolor:#999>:/span>span> profile_image/span>span classtoken stylecolor:#999>,/span>span>/span>span>    /span>span classtoken stylecolor:#999>}/span>span>/span>span>/span>span classtoken stylecolor:#999>/span>span>/span>span>/span>span classtoken stylecolor:slategray># Make the POST request to insert the document/span>span>/span>span>response /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> collection/span>span classtoken stylecolor:#999>./span>span>insert/span>span classtoken stylecolor:#999>(/span>span>docs/span>span classtoken stylecolor:#999>)/span>span>/span>span>/span>span classtoken stylecolor:#07a>print/span>span classtoken stylecolor:#999>(/span>span classtoken stylecolor:#690>"Document inserted successfully!"/span>span classtoken stylecolor:#999>)/span>/code>/pre>/div>/div>/div>h2>Step 4: Querying the Data/h2>h3>Built-in Semantic Search/h3>div data-languagepython>p>Here's how to perform a query using Python:/p>div classjsx-b3e1b6a7c9b96113 relative>button class        absolute right-4 top-4        px-3 py-1.5        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center gap-2        bg-app-tertiary text-app-primary hover:bg-app-secondary        border border-app-primary       tabindex0 styleopacity:0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z>/path>/svg>span>Copy/span>/div>/button>div classjsx-b3e1b6a7c9b96113 custom-code-block>pre stylecolor:black;background:#f5f2f0;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:0.75rem;text-align:left;white-space:pre;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;padding:2rem;margin:.5em 0;overflow:auto;border-radius:0.75rem classjsx-b3e1b6a7c9b96113 >code classjsx-b3e1b6a7c9b96113 language-python stylewhite-space:pre;color:black;background:none;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:1em;text-align:left;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none>span>query /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#690>"Alice in a fantastical world"/span>span>/span>span>filter_dict /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#999>{/span>span classtoken stylecolor:#690>"category"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#690>"fiction"/span>span classtoken stylecolor:#999>}/span>span>  /span>span classtoken stylecolor:slategray># Optional/span>span>/span>span>projection /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#999>{/span>span classtoken stylecolor:#690>"mode"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#690>"include"/span>span classtoken stylecolor:#999>,/span>span> /span>span classtoken stylecolor:#690>"fields"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#999>/span>span classtoken stylecolor:#690>"title"/span>span classtoken stylecolor:#999>,/span>span> /span>span classtoken stylecolor:#690>"content"/span>span classtoken stylecolor:#999>/span>span classtoken stylecolor:#999>}/span>span>  /span>span classtoken stylecolor:slategray># Optional/span>span>/span>span>matches /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> collection/span>span classtoken stylecolor:#999>./span>span>query/span>span classtoken stylecolor:#999>(/span>span>query/span>span classtoken stylecolor:#999>,/span>span> filter_dict/span>span classtoken stylecolor:#999>,/span>span> projection/span>span classtoken stylecolor:#999>)/span>span>/span>span>/span>span classtoken stylecolor:slategray># Access results using attribute-style syntax/span>span>/span>span>/span>span classtoken stylecolor:#07a>for/span>span> /span>span classtoken stylecolor:#07a>match/span>span> /span>span classtoken stylecolor:#07a>in/span>span> matches/span>span classtoken stylecolor:#999>:/span>span>/span>span>    /span>span classtoken stylecolor:#07a>print/span>span classtoken stylecolor:#999>(/span>span classtoken string-interpolation stylecolor:#690>f"Match: /span>span classtoken string-interpolation interpolation stylecolor:#999>{/span>span classtoken string-interpolation interpolation stylecolor:#07a>match/span>span classtoken string-interpolation interpolation stylecolor:#999>./span>span classtoken string-interpolation interpolation>chunk/span>span classtoken string-interpolation interpolation stylecolor:#999>}/span>span classtoken string-interpolation stylecolor:#690> (Similarity Score: /span>span classtoken string-interpolation interpolation stylecolor:#999>{/span>span classtoken string-interpolation interpolation stylecolor:#07a>match/span>span classtoken string-interpolation interpolation stylecolor:#999>./span>span classtoken string-interpolation interpolation>score/span>span classtoken string-interpolation interpolation stylecolor:#999>}/span>span classtoken string-interpolation stylecolor:#690>)"/span>span classtoken stylecolor:#999>)/span>span>/span>span>    /span>span classtoken stylecolor:#07a>print/span>span classtoken stylecolor:#999>(/span>span classtoken string-interpolation stylecolor:#690>f"Document: /span>span classtoken string-interpolation interpolation stylecolor:#999>{/span>span classtoken string-interpolation interpolation stylecolor:#07a>match/span>span classtoken string-interpolation interpolation stylecolor:#999>./span>span classtoken string-interpolation interpolation>document/span>span classtoken string-interpolation interpolation stylecolor:#999>}/span>span classtoken string-interpolation stylecolor:#690>"/span>span classtoken stylecolor:#999>)/span>/code>/pre>/div>/div>/div>h3>Traditional Search/h3>p>For non-semantic, traditional database queries, use the code>find/code> method. This works just like MongoDB queries and is perfect for exact matches, filtering by specific values, and structured data retrieval./p>div data-languagepython>p>Here's how to perform traditional search using Python:/p>div classjsx-b3e1b6a7c9b96113 relative>button class        absolute right-4 top-4        px-3 py-1.5        rounded-lg        font-medium        text-sm        transition-colors        duration-200        flex items-center gap-2        bg-app-tertiary text-app-primary hover:bg-app-secondary        border border-app-primary       tabindex0 styleopacity:0>div classflex items-center gap-2 styleopacity:0;transform:translateY(-10px)>svg classw-4 h-4 fillnone strokecurrentColor viewBox0 0 24 24>path stroke-linecapround stroke-linejoinround stroke-width2 dM8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z>/path>/svg>span>Copy/span>/div>/button>div classjsx-b3e1b6a7c9b96113 custom-code-block>pre stylecolor:black;background:#f5f2f0;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:0.75rem;text-align:left;white-space:pre;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none;padding:2rem;margin:.5em 0;overflow:auto;border-radius:0.75rem classjsx-b3e1b6a7c9b96113 >code classjsx-b3e1b6a7c9b96113 language-python stylewhite-space:pre;color:black;background:none;text-shadow:0 1px white;font-family:Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;font-size:1em;text-align:left;word-spacing:normal;word-break:normal;word-wrap:normal;line-height:1.5;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-hyphens:none;-moz-hyphens:none;-ms-hyphens:none;hyphens:none>span>filter_dict /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#999>{/span>span classtoken stylecolor:#690>"name"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#690>"Alice"/span>span classtoken stylecolor:#999>}/span>span>  /span>span classtoken stylecolor:slategray># Simple filter/span>span>/span>span>projection /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#999>{/span>span classtoken stylecolor:#690>"mode"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#690>"include"/span>span classtoken stylecolor:#999>,/span>span> /span>span classtoken stylecolor:#690>"fields"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#999>/span>span classtoken stylecolor:#690>"name"/span>span classtoken stylecolor:#999>,/span>span> /span>span classtoken stylecolor:#690>"age"/span>span classtoken stylecolor:#999>/span>span classtoken stylecolor:#999>}/span>span>  /span>span classtoken stylecolor:slategray># Optional/span>span>/span>span>sort /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> /span>span classtoken stylecolor:#999>{/span>span classtoken stylecolor:#690>"age"/span>span classtoken stylecolor:#999>:/span>span> /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>-/span>span classtoken stylecolor:#905>1/span>span classtoken stylecolor:#999>}/span>span>  /span>span classtoken stylecolor:slategray># Optional/span>span>/span>span>results /span>span classtoken stylecolor:#9a6e3a;background:hsla(0, 0%, 100%, .5)>/span>span> collection/span>span classtoken stylecolor:#999>./span>span>find/span>span classtoken stylecolor:#999>(/span>span>filter_dict/span>span classtoken stylecolor:#999>,/span>span> projection/span>span classtoken stylecolor:#999>,/span>span> sort/span>span classtoken stylecolor:#999>)/span>span>/span>span>/span>span classtoken stylecolor:slategray># Process results/span>span>/span>span>/span>span classtoken stylecolor:#07a>for/span>span> document /span>span classtoken stylecolor:#07a>in/span>span> results/span>span classtoken stylecolor:#999>:/span>span>/span>span>    /span>span classtoken stylecolor:#07a>print/span>span classtoken stylecolor:#999>(/span>span classtoken string-interpolation stylecolor:#690>f"Found: /span>span classtoken string-interpolation interpolation stylecolor:#999>{/span>span classtoken string-interpolation interpolation>document/span>span classtoken string-interpolation interpolation stylecolor:#999>}/span>span classtoken string-interpolation stylecolor:#690>"/span>span classtoken stylecolor:#999>)/span>/code>/pre>/div>/div>/div>h3>Traditional vs Semantic Search/h3>p>Choose the right method for your use case:/p>ul>li>strong>Traditional search (code>find/code>)/strong>: Perfect for exact matches, filtering by known values, structured queries, and when you need predictable results./li>li>strong>Semantic search (code>query/code>)/strong>: Ideal for finding content by meaning, natural language queries, and discovering related information even when exact keywords don't match./li>/ul>div classbg-gray-50 dark:bg-gray-900 border border-gray-200 dark:border-gray-700 rounded-lg p-6 my-8>h3 classtext-lg font-semibold text-gray-900 dark:text-gray-100 mb-3>Ready for Production?/h3>p classtext-gray-600 dark:text-gray-400 mb-4>Sign up for additional benefits when building production applications:/p>ul classtext-gray-600 dark:text-gray-400 space-y-1 mb-6 text-sm>li>• strong>Permanent data storage/strong> - your data never expires/li>li>• strong>Higher rate limits/strong> - scale your applications/li>li>• strong>Production features/strong> - collection management, user permissions/li>li>• strong>Developer console/strong> - visual data management and monitoring/li>/ul>a hrefhttps://onenode.ai classinline-block px-4 py-2 bg-blue-600 hover:bg-blue-700 text-white rounded text-sm font-medium transition-colors !text-white>Sign Up for Free/a>/div>h3>How can we improve this documentation?/h3>div classfeedback-container w-full my-6>div classbg-app-tertiary rounded-xl p-6 shadow-sm>h4 classtext-lg font-semibold mb-3 text-app-primary>Share Your Thoughts/h4>p classtext-sm text-app-secondary mb-4>Your feedback helps us improve our documentation. Let us know what you think!/p>form classrelative flex flex-col gap-y-4>div classoverflow-hidden rounded-lg shadow-sm ring-1 ring-inset ring-app-primary focus-within:ring-2 focus-within:ring-blue-500>label forcomment classsr-only>Add your feedback/label>textarea idcomment namecomment rows4 placeholderWhat did you think of this documentation? 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uppercase tracking-wider px-1.5 pb-1.5>On This Page/h4>div roletablist aria-orientationhorizontal classinline-flex h-6 items-center justify-center rounded bg-app-tertiary p-0.5 text-app-secondary shadow-sm border border-app-primary>button typebutton roletab aria-selectedtrue classinline-flex items-center justify-center whitespace-nowrap rounded px-1.5 py-0.5 text-10px font-medium transition-all duration-200                bg-app-primary dark:bg-white/10 shadow-sm text-app-primary focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-blue-500>div classw-2.5 h-2.5 mr-1 flex items-center justify-center overflow-visible>img altPython loadinglazy width10 height10 decodingasync data-nimg1 stylecolor:transparent;object-fit:contain;border-radius:0 src/images/python.svg/>/div>Py/button>button typebutton roletab aria-selectedfalse classinline-flex items-center justify-center whitespace-nowrap rounded px-1.5 py-0.5 text-10px font-medium transition-all duration-200                hover:bg-app-secondary dark:hover:bg-white/10 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-blue-500>div classw-2.5 h-2.5 mr-1 flex items-center justify-center overflow-visible>img altJavaScript loadinglazy width10 height10 decodingasync data-nimg1 stylecolor:transparent;object-fit:contain;border-radius:0 src/images/javascript.svg/>/div>JS/button>/div>/div>p classtext-xs text-app-secondary px-1.5>No headings found on this page./p>/div>/nav>/div>/div>/div>section classToastify aria-livepolite aria-atomicfalse aria-relevantadditions text aria-labelNotifications Alt+T>/section>/main>/div>script src/_next/static/chunks/webpack-4ac8b754a02336de.js 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dark:prose-invert max-w-none\,\children\:\$\,\$L8\,null,{\children\:\Quick Start\},\$\,\$L9\,null,{},\$\,\p\,null,{\children\:\Welcome to \,\$\,\strong\,null,{\children\:\OneNode\},\! The chillest AI-native database out there! Get started instantly without any setup or signup - just install the SDK and start saving documents. Whether youre prototyping, learning, or exploring our features, you can begin using OneNode immediately.\},\$\,\h2\,null,{\children\:\Step 1: Install SDK\},\$\,\$La\,null,{\language\:\python\,\children\:\$\,\$Lb\,null,{\code\:\pip install onenode\,\language\:\bash\}},\$\,\$La\,null,{\language\:\typescript\,\children\:\$\,\$Lb\,null,{\code\:\npm install @onenodehq/onenode\,\language\:\bash\}},\$\,\h2\,null,{\children\:\Step 2: Initialize the Client\},\$\,\p\,null,{\children\:\Choose how you want to initialize OneNode based on your needs:\},\$\,\h3\,null,{\children\:\Option A: Without API Key (Temporary Data/Prototyping)\},\$\,\p\,null,{\children\:\No environment variables, no API keys, no configuration - just start using OneNode immediately. \,\$\,\strong\,null,{\children\:\Completely free\},\ with no signup required:\},\$\,\$La\,null,{\language\:\python\,\children\:\$\,\$Lb\,null,{\code\:\from onenode import OneNode, Text, Image\\n\\n# Initialize client in anonymous mode - works instantly!\\nclient  OneNode()\\ndb  client.db(\\\your_database\\\)\\ncollection  db.collection(\\\your_collection\\\)\,\language\:\python\}},\$\,\$La\,null,{\language\:\typescript\,\children\:\$\,\$Lb\,null,{\code\:\import { OneNode, Text, Image } from \\\@onenodehq/onenode\\\;\\n\\n// Initialize client in anonymous mode - works instantly!\\nconst client  new OneNode();\\nconst db  client.db(\\\your_database\\\);\\nconst collection  db.collection(\\\your_collection\\\);\,\language\:\typescript\}},\$\,\h3\,null,{\children\:\Option B: With API Key (Persistent Data)\},\$\,\p\,null,{\children\:\For production applications and persistent data, initialize with your API key. \,\$\,\strong\,null,{\children\:\Free to use\},\ - just sign up to generate your API key:\},\$\,\$La\,null,{\language\:\python\,\children\:\$\,\$Lb\,null,{\code\:\from onenode import OneNode, Text, Image\\nimport os\\n\\n# Initialize client with API key\\nclient  OneNode(api_key\\\your_api_key_here\\\)\\n# Or use environment variable\\n# client  OneNode(api_keyos.getenv(\\\ONENODE_API_KEY\\\))\\n\\ndb  client.db(\\\your_database\\\)\\ncollection  db.collection(\\\your_collection\\\)\,\language\:\python\}},\$\,\$La\,null,{\language\:\typescript\,\children\:\$\,\$Lb\,null,{\code\:\import { OneNode, Text, Image } from \\\@onenodehq/onenode\\\;\\n\\n// Initialize client with API key\\nconst client  new OneNode({ apiKey: \\\your_api_key_here\\\ });\\n// Or use environment variable\\n// const client  new OneNode({ apiKey: process.env.ONENODE_API_KEY });\\n\\nconst db  client.db(\\\your_database\\\);\\nconst collection  db.collection(\\\your_collection\\\);\,\language\:\typescript\}},\$\,\div\,null,{\className\:\bg-black/5 dark:bg-white/10 border border-black/20 dark:border-white/20 rounded-lg p-4 my-4\,\children\:\$\,\div\,null,{\className\:\text-black dark:text-white font-semibold mb-2\,\children\:\ℹ️ \,\Anonymous vs API Key Usage\},\$\,\div\,null,{\className\:\text-black/80 dark:text-white/80 text-sm\,\children\:\$\,\ul\,null,{\className\:\space-y-2\,\children\:\$\,\li\,null,{\children\:\$\,\strong\,null,{\children\:\Anonymous Mode (Option A)\},\: Perfect for prototyping, learning, and testing. Data is temporary and automatically cleaned up. \,\$\,\strong\,null,{\children\:\Completely free\},\ with no signup required - works instantly!\},\$\,\li\,null,{\children\:\$\,\strong\,null,{\children\:\API Key Mode (Option B)\},\: Required for production applications. Data persists permanently, higher rate limits, access to advanced features like the developer console. \,\$\,\strong\,null,{\children\:\Free to use\},\ - just requires signup to generate API key.\}}}},\$\,\h2\,null,{\children\:\Step 3: Save Documents\},\$\,\h3\,null,{\children\:\Example: Insert a Document\},\$\,\$La\,null,{\language\:\python\,\children\:\$\,\$Lb\,null,{\code\:\# Create text instance\\nbackground_text  Text(\\n    \\\Through the Looking-Glass follows Alice as she steps into a fantastical world...\\\\\n).enable_index()\\n\\n# Create image instance (file type auto-detected from extension)\\nprofile_image  Image(\\\alice-profile.jpg\\\).enable_index()\\n\\n# Define the document to be inserted\\ndocs  \\n    {\\n        \\\name\\\: \\\Alice\\\,\\n        \\\age\\\: \\\7\\\,\\n        \\\background\\\: background_text,\\n        \\\profile_picture\\\: profile_image,\\n    }\\n\\n\\n# Make the POST request to insert the document\\nresponse  collection.insert(docs)\\nprint(\\\Document inserted successfully!\\\)\,\language\:\python\}},\$\,\$La\,null,{\language\:\typescript\,\children\:\$\,\p\,null,{\children\:\Use TypeScript to insert a doc into the collection:\},\$\,\$Lb\,null,{\code\:\async function main() {\\n  // Create text instance\\n  const backgroundText  new Text(\\n    \\\Through the Looking-Glass follows Alice as she steps into a fantastical world...\\\\\n  ).enableIndex();\\n\\n  // Create image instance (file type auto-detected from File object)\\n  const profileImage  new Image(profileImageFile).enableIndex();\\n\\n  // Define the document to be inserted\\n  const docs  \\n    {\\n      name: \\\Alice\\\,\\n      age: \\\7\\\,\\n      background: backgroundText,\\n      profile_picture: profileImage,\\n    },\\n  ;\\n\\n  const result  await collection.insert(docs);\\n  console.log(\\\Document inserted successfully!\\\);\\n}\\n\\nmain();\,\language\:\typescript\}},\$\,\h2\,null,{\children\:\Step 4: Querying the Data\},\$\,\h3\,null,{\children\:\Built-in Semantic Search\},\$\,\$La\,null,{\language\:\python\,\children\:\$\,\p\,null,{\children\:\Heres how to perform a query using Python:\},\$\,\$Lb\,null,{\code\:\query  \\\Alice in a fantastical world\\\\\nfilter_dict  {\\\category\\\: \\\fiction\\\}  # Optional\\nprojection  {\\\mode\\\: \\\include\\\, \\\fields\\\: \\\title\\\, \\\content\\\}  # Optional\\n\\nmatches  collection.query(query, filter_dict, projection)\\n\\n# Access results using attribute-style syntax\\nfor match in matches:\\n    print(f\\\Match: {match.chunk} (Similarity Score: {match.score})\\\)\\n    print(f\\\Document: {match.document}\\\)\,\language\:\python\}},\$\,\$La\,null,{\language\:\typescript\,\children\:\$\,\p\,null,{\children\:\Heres how to perform a query using TypeScript:\},\$\,\$Lb\,null,{\code\:\async function main() {\\n  // Define the query\\n  const query  \\\Alice in a fantastical world\\\;\\n\\n  // Execute the query with optional parameters\\n  const matches  await collection.query(query, {\\n    filter: {category: \\\fiction\\\}, // Optional\\n    projection: {mode: \\\include\\\, fields: \\\title\\\, \\\content\\\} // Optional\\n  });\\n  \\n  // Access results using attribute-style syntax\\n  matches.forEach(match \u003e {\\n    console.log(`Match: ${match.chunk} (Similarity Score: ${match.score})`);\\n    console.log(`Document: ${match.document}`);\\n  });\\n}\\n\\nmain();\,\language\:\typescript\}},\$\,\h3\,null,{\children\:\Traditional Search\},\$\,\p\,null,{\children\:\For non-semantic, traditional database queries, use the \,\$\,\code\,null,{\children\:\find\},\ method. This works just like MongoDB queries and is perfect for exact matches, filtering by specific values, and structured data retrieval.\},\$\,\$La\,null,{\language\:\python\,\children\:\$\,\p\,null,{\children\:\Heres how to perform traditional search using Python:\},\$\,\$Lb\,null,{\code\:\filter_dict  {\\\name\\\: \\\Alice\\\}  # Simple filter\\nprojection  {\\\mode\\\: \\\include\\\, \\\fields\\\: \\\name\\\, \\\age\\\}  # Optional\\nsort  {\\\age\\\: -1}  # Optional\\n\\nresults  collection.find(filter_dict, projection, sort)\\n\\n# Process results\\nfor document in results:\\n    print(f\\\Found: {document}\\\)\,\language\:\python\}},\$\,\$La\,null,{\language\:\typescript\,\children\:\$\,\p\,null,{\children\:\Heres how to perform traditional search using TypeScript:\},\$\,\$Lb\,null,{\code\:\async function main() {\\n  // Define the filter\\n  const filter  {name: \\\Alice\\\};\\n  \\n  // Execute the find with optional parameters\\n  const results  await collection.find(filter, {\\n    projection: {mode: \\\include\\\, fields: \\\name\\\, \\\age\\\}, // optional\\n    sort: {age: -1}, // optional\\n    limit: 10 // optional\\n  });\\n  \\n  // Process results\\n  results.forEach(document \u003e {\\n    console.log(`Found: ${document}`);\\n  });\\n}\\n\\nmain();\,\language\:\typescript\}},\$\,\h3\,null,{\children\:\Traditional vs Semantic Search\},\$\,\p\,null,{\children\:\Choose the right method for your use case:\},\$\,\ul\,null,{\children\:\$\,\li\,null,{\children\:\$\,\strong\,null,{\children\:\Traditional search (\,\$\,\code\,null,{\children\:\find\},\)\},\: Perfect for exact matches, filtering by known values, structured queries, and when you need predictable results.\},\$\,\li\,null,{\children\:\$\,\strong\,null,{\children\:\Semantic search (\,\$\,\code\,null,{\children\:\query\},\)\},\: Ideal for finding content by meaning, natural language queries, and discovering related information even when exact keywords dont match.\}},\$\,\div\,null,{\className\:\bg-gray-50 dark:bg-gray-900 border border-gray-200 dark:border-gray-700 rounded-lg p-6 my-8\,\children\:\$\,\h3\,null,{\className\:\text-lg font-semibold text-gray-900 dark:text-gray-100 mb-3\,\children\:\Ready for Production?\},\$\,\p\,null,{\className\:\text-gray-600 dark:text-gray-400 mb-4\,\children\:\Sign up for additional benefits when building production applications:\},\$\,\ul\,null,{\className\:\text-gray-600 dark:text-gray-400 space-y-1 mb-6 text-sm\,\children\:\$\,\li\,null,{\children\:\• \,\$\,\strong\,null,{\children\:\Permanent data storage\},\ - your data never expires\},\$\,\li\,null,{\children\:\• \,\$\,\strong\,null,{\children\:\Higher rate limits\},\ - scale your applications\},\$\,\li\,null,{\children\:\• \,\$\,\strong\,null,{\children\:\Production features\},\ - collection management, user permissions\},\$\,\li\,null,{\children\:\• \,\$\,\strong\,null,{\children\:\Developer console\},\ - visual data management and monitoring\}},\$\,\a\,null,{\href\:\https://onenode.ai\,\className\:\inline-block px-4 py-2 bg-blue-600 hover:bg-blue-700 text-white rounded text-sm font-medium transition-colors !text-white\,\children\:\Sign Up for Free\}},\$\,\h3\,null,{\children\:\How can we improve this documentation?\},\$\,\$Lc\,null,{},\$\,\h3\,null,{\children\:\Got question?\,\ \,\$\,\a\,null,{\href\:\mailto:founders@onenode.ai\,\className\:\text-blue-600 dark:text-blue-400 hover:underline\,\children\:\Email us\},\ \,\and well get back to you within 24 hours.\}}},null,null,null},\$\,\link\,\0\,{\rel\:\stylesheet\,\href\:\/_next/static/css/6dd3b7085b90fde1.css\,\precedence\:\next\,\crossOrigin\:\$undefined\},\$\,\link\,\1\,{\rel\:\stylesheet\,\href\:\/_next/static/css/e7eddfe4828c1690.css\,\precedence\:\next\,\crossOrigin\:\$undefined\},\$\,\link\,\2\,{\rel\:\stylesheet\,\href\:\/_next/static/css/3a91d389a784b745.css\,\precedence\:\next\,\crossOrigin\:\$undefined\},\$\,\html\,null,{\lang\:\en\,\className\:\light\,\children\:\$\,\body\,null,{\className\:\__className_6d343d\,\children\:\$\,\$Ld\,null,{\children\:\$\,\$Le\,null,{\children\:\$\,\div\,null,{\className\:\flex min-h-screen content-bg\,\children\:\$\,\$Lf\,null,{},\$\,\main\,null,{\className\:\flex-1 ml-56\,\children\:\$\,\$L10\,null,{\children\:\$\,\$L11\,null,{\children\:\$\,\$L12\,null,{},\$\,\div\,null,{\className\:\max-w-1400px mx-auto px-6 pt-2 pb-8\,\children\:\$\,\$L13\,null,{\parallelRouterKey\:\children\,\segmentPath\:\children\,\error\:\$undefined\,\errorStyles\:\$undefined\,\errorScripts\:\$undefined\,\template\:\$\,\$L14\,null,{},\templateStyles\:\$undefined\,\templateScripts\:\$undefined\,\notFound\:\$\,\title\,null,{\children\:\404: This page could not be found.\},\$\,\div\,null,{\style\:{\fontFamily\:\system-ui,\\\Segoe UI\\\,Roboto,Helvetica,Arial,sans-serif,\\\Apple Color Emoji\\\,\\\Segoe UI Emoji\\\\,\height\:\100vh\,\textAlign\:\center\,\display\:\flex\,\flexDirection\:\column\,\alignItems\:\center\,\justifyContent\:\center\},\children\:\$\,\div\,null,{\children\:\$\,\style\,null,{\dangerouslySetInnerHTML\:{\__html\:\body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}\}},\$\,\h1\,null,{\className\:\next-error-h1\,\style\:{\display\:\inline-block\,\margin\:\0 20px 0 0\,\padding\:\0 23px 0 0\,\fontSize\:24,\fontWeight\:500,\verticalAlign\:\top\,\lineHeight\:\49px\},\children\:\404\},\$\,\div\,null,{\style\:{\display\:\inline-block\},\children\:\$\,\h2\,null,{\style\:{\fontSize\:14,\fontWeight\:400,\lineHeight\:\49px\,\margin\:0},\children\:\This page could not be found.\}}}},\notFoundStyles\:}},\$\,\$L15\,null,{\position\:\bottom-right\,\autoClose\:4000,\hideProgressBar\:false,\newestOnTop\:true,\closeOnClick\:true,\rtl\:false,\pauseOnFocusLoss\:true,\draggable\:true,\pauseOnHover\:true,\theme\:\light\}}}}},\$\,\$L16\,null,{}}}}},null,null,\couldBeIntercepted\:false,\initialHead\:null,\$L17\,\globalErrorComponent\:\$18\,\missingSlots\:\$W19\}\n)/script>script>self.__next_f.push(1,17:\$\,\meta\,\0\,{\name\:\viewport\,\content\:\widthdevice-width, initial-scale1\},\$\,\meta\,\1\,{\charSet\:\utf-8\},\$\,\title\,\2\,{\children\:\OneNode Docs\},\$\,\meta\,\3\,{\name\:\description\,\content\:\The chillest AI-native database out there.\},\$\,\meta\,\4\,{\name\:\next-size-adjust\}\n6:null\n)/script>/body>/html>

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