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style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/lightbulb.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/lightbulb.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Introduction</div></div></a></li><li id="/docs/en/getting-started/installation" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/getting-started/installation"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Installation</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Quick Start</h5><ul><li id="/docs/en/quickstart/building-app" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/quickstart/building-app"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Building AI App</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="">How to Deploy</div><svg width="8" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 -mr-0.5"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Customize App</h5><ul><li id="/docs/en/develop/guides/framework" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/framework"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/brackets-curly.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/brackets-curly.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Framework Overview</div></div></a></li><li id="/docs/en/develop/guides/environment-variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/environment-variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Environment Variables</div></div></a></li><li id="/docs/en/develop/guides/integration" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/integration"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Data Connector</div></div></a></li><li id="/docs/en/develop/guides/variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Variables</div></div></a></li><li id="/docs/en/develop/guides/user-role" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/user-role"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/user.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Role-based Access Control</div></div></a></li><li id="/docs/en/develop/guides/updating-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/updating-project"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rotate.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rotate.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Updating the Project</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Customize Deployment</h5><ul><li id="/docs/en/deploy/customize-dockerfile" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/customize-dockerfile"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/server.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/server.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Customizing the Runtime Environment</div></div></a></li><li id="/docs/en/deploy/environment-variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/environment-variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Environment Variables</div></div></a></li><li id="/docs/en/deploy/public" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/public"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Enable Public Access</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Tutorials: Data Analysis</h5><ul><li id="/docs/en/develop/tutorials/pygwalker" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/pygwalker"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-user.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Build a BI app using Pygwalker</div></div></a></li><li id="/docs/en/develop/tutorials/plotly" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/plotly"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-bar.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-bar.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Build a sophisticated dashboard using Plotly</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Tutorials: LLM Apps</h5><ul><li id="/docs/en/develop/tutorials/chatbot" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/chatbot"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/message-dots.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/message-dots.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Create a chat app</div></div></a></li><li id="/docs/en/develop/tutorials/chat_sidebyside" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/chat_sidebyside"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>AI Chat generates and executes code</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Advanced</h5><ul><li id="/docs/en/advanced/api_key" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/api_key"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/key.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/key.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>API Key</div></div></a></li><li id="/docs/en/advanced/builtin-postgres" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/builtin-postgres"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Built-in PostgreSQL</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/plug.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/plug.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="">Connectors</div><svg width="8" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 -mr-0.5"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div></div></div></div></div><div class="" id="content-container"><div class="flex flex-row gap-12 box-border w-full pt-40 lg:pt-10"><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[23.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative"><div class="mt-0.5 space-y-2.5"><div class="eyebrow h-5 text-primary dark:text-primary-light text-sm font-semibold">Getting Started</div><div class="flex items-center"><h1 class="inline-block text-2xl sm:text-3xl font-bold text-gray-900 tracking-tight dark:text-gray-200">Introduction</h1></div></div><div class="mt-2 text-lg prose prose-gray dark:prose-invert"><p>Convert AI workflows and agents developed in Python into web applications</p></div></header><div class="flex flex-col gap-8"></div><div class="relative mt-8 prose prose-gray dark:prose-invert"><h2 class="flex whitespace-pre-wrap group font-semibold" id="what-is-morph"><div class="absolute"><a href="#what-is-morph" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">What is Morph?</span></h2> <p>Morph is a full-stack Python framework for building and sharing AI and data applications.</p> <p>With Morph, you can <strong>quickly convert data analysis scripts and custom AI workflows developed in Python into web applications</strong>. Additionally, you can easily share the applications you create with a single command deployment.</p> <div><div class="p-2 not-prose relative bg-gray-50/50 rounded-2xl overflow-hidden dark:bg-gray-800/25"><div style="background-position:10px 10px" class="absolute inset-0 bg-grid-neutral-200/20 [mask-image:linear-gradient(0deg,#fff,rgba(255,255,255,0.6))] dark:bg-grid-white/5 dark:[mask-image:linear-gradient(0deg,rgba(255,255,255,0.1),rgba(255,255,255,0.5))]"></div><div class="relative rounded-xl overflow-hidden flex justify-center"></div><div class="absolute inset-0 pointer-events-none border border-black/5 rounded-2xl dark:border-white/5"></div></div></div> <h2 class="flex whitespace-pre-wrap group font-semibold" id="features-of-morph"><div class="absolute"><a href="#features-of-morph" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Features of Morph</span></h2> <ul> <li>🐍 <strong>Developed in Python</strong> … Build web applications using the source code of data analysis and AI development as is</li> <li>🎨 <strong>Build pages with Markdown</strong> … Construct UI with MDX files embedding React components</li> <li>☁️ <strong>Unlimited flexibility</strong> … Freely add Python packages, React packages, and OS-level packages</li> <li>🔒 <strong>Secure hosting</strong> … Deploy with <code>morph deploy</code>, protect data and API keys with built-in user authentication</li> </ul> <h2 class="flex whitespace-pre-wrap group font-semibold" id="architecture-of-morph"><div class="absolute"><a href="#architecture-of-morph" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Architecture of Morph</span></h2> <h3 class="flex whitespace-pre-wrap group font-semibold" id="backend-development"><div class="absolute"><a href="#backend-development" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Backend Development</span></h3> <p>Backend development uses Python. You can freely add Python packages to build data processing and AI workflows.</p> <p>For data processing, you can use libraries such as Pandas, NumPy, and Scikit-learn. For AI workflows, you can use SDKs from OpenAI and Anthropic, or frameworks like Langchain and CrewAI.</p> <h3 class="flex whitespace-pre-wrap group font-semibold" id="ui-development"><div class="absolute"><a href="#ui-development" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">UI Development</span></h3> <p>The UI of the application is built using MDX files in Markdown format. MDX files can embed React components.</p> <p>In addition, Morph includes commonly used components for AI and data applications, so you can use them simply by placing them in Markdown.</p> <p>Since MDX files can use React components, if you are a React master, you can create your own components or use popular component libraries.</p> <h2 class="flex whitespace-pre-wrap group font-semibold" id="deployment"><div class="absolute"><a href="#deployment" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Deployment</span></h2> <p>The biggest barrier to getting serious about AI and data applications is deployment.</p> <p>To deploy AI and data applications, you need a web server that can run Python, is secure, and is not too expensive.</p> <p>In particular, security is the biggest issue. For AI applications, you might be using secret keys for LLM APIs, and for data applications, you might be using SQL connection information. You can’t just expose them to the Internet.</p> <p>Morph provides a cloud hosting environment that meets these requirements. **With built-in user authentication, outsiders cannot access the application.</p> <p>In addition, <strong>deployment is possible with a single command</strong>.</p> <h2 class="flex whitespace-pre-wrap group font-semibold" id="next-steps"><div class="absolute"><a href="#next-steps" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Next Steps</span></h2> <a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-2xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/docs/en/getting-started/installation"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);mask-repeat:no-repeat;mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Installation</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Let’s start with installing Morph.</p></div></div></div></a> <a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-2xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/docs/en/quickstart/building-app"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);mask-repeat:no-repeat;mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Quickstart</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Create a chat application with Langchain as the backend in 2 minutes using Morph!</p></div></div></div></a></div><div class="leading-6 mt-14"><div class="mb-12 px-0.5 flex items-center text-sm font-semibold text-gray-700 dark:text-gray-200"><a class="flex items-center ml-auto space-x-3 group" href="/docs/en/getting-started/installation"><span class="group-hover:text-gray-900 dark:group-hover:text-white">Installation</span><svg viewBox="0 0 3 6" class="rotate-180 h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 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hover:text-gray-700 dark:hover:text-gray-300 text-nowrap">Powered by Mintlify</a></div></div></footer></div></div><div class="hidden xl:flex self-start sticky h-[calc(100vh-8rem-1.5rem-1.5rem)] top-[calc(8rem+1.5rem)]" id="content-side-layout"><div class="z-10 hidden xl:flex pl-10 box-border w-[19rem]" id="table-of-contents"><div id="table-of-contents-content" class="text-gray-600 text-sm leading-6 w-[16.5rem] overflow-y-auto space-y-2"><div class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" class="h-3 w-3"><path d="M2.44434 12.6665H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 3.3335H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 8H7.33323" stroke-linecap="round" stroke-linejoin="round"></path></svg><span>On this page</span></div><ul><li><a href="#what-is-morph" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">What is Morph?</a></li><li><a href="#features-of-morph" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Features of Morph</a></li><li><a href="#architecture-of-morph" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Architecture of Morph</a></li><li class=""><a style="margin-left:1rem" href="#backend-development" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Backend Development</a></li><li class=""><a style="margin-left:1rem" href="#ui-development" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">UI Development</a></li><li><a href="#deployment" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Deployment</a></li><li><a href="#next-steps" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Next Steps</a></li></ul></div></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"mdxSource":{"compiledSource":"\"use strict\";\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n code: \"code\",\n li: \"li\",\n p: \"p\",\n strong: \"strong\",\n ul: \"ul\",\n ..._provideComponents(),\n ...props.components\n }, {Card, Frame, Heading, ZoomImage} = _components;\n if (!Card) _missingMdxReference(\"Card\", true);\n if (!Frame) _missingMdxReference(\"Frame\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!ZoomImage) _missingMdxReference(\"ZoomImage\", true);\n return 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