var Component=(()=>{var B=Object.create;var c=Object.defineProperty;var h=Object.getOwnPropertyDescriptor;var y=Object.getOwnPropertyNames;var F=Object.getPrototypeOf,A=Object.prototype.hasOwnProperty;var C=(e,l)=>()=>(l||e((l={exports:{}}).exports,l),l.exports),E=(e,l)=>{for(var r in l)c(e,r,{get:l[r],enumerable:!0})},a=(e,l,r,o)=>{if(l&&typeof l=="object"||typeof l=="function")for(let s of y(l))!A.call(e,s)&&s!==r&&c(e,s,{get:()=>l[s],enumerable:!(o=h(l,s))||o.enumerable});return e};var D=(e,l,r)=>(r=e!=null?B(F(e)):{},a(l||!e||!e.__esModule?c(r,"default",{value:e,enumerable:!0}):r,e)),u=e=>a(c({},"__esModule",{value:!0}),e);var i=C((w,t)=>{t.exports=_jsx_runtime});var f={};E(f,{default:()=>p,frontmatter:()=>m});var n=D(i()),m={title:"A deep dive into Mastra AI workflows with code examples",description:"Master the art of building robust AI applications with Mastra's TypeScript-native workflows. This guide covers everything from basic concepts to advanced patterns, complete with practical code examples.",published:"2025-05-04",featured:!0,tags:"typescript, ai, mastra"};function d(e){let l={a:"a",code:"code",figure:"figure",h1:"h1",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",path:"path",pre:"pre",span:"span",strong:"strong",svg:"svg",ul:"ul",...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(l.p,{children:"If you've been following the AI development landscape, you've probably noticed the growing complexity of building robust AI applications. What starts as a simple LLM call quickly becomes a tangled web of prompts, error handling, and coordination logic. This is where Mastra AI workflows come in \u2014 a TypeScript-native solution that brings structure, reliability, and developer-friendly patterns to your AI applications."}),` `,(0,n.jsx)(l.p,{children:"In this deep dive, I'll walk you through everything you need to know about Mastra AI workflows, from basic concepts to advanced patterns, all with practical code examples you can adapt for your own projects."}),` `,(0,n.jsxs)(l.h2,{id:"what-are-mastra-ai-workflows",className:"flex items-center relative group",children:[(0,n.jsx)(l.a,{className:"absolute -left-6 top-0 bottom-0 flex items-center opacity-0 group-hover:opacity-100 transition-opacity duration-200",href:"#what-are-mastra-ai-workflows",children:(0,n.jsx)(l.svg,{xmlns:"http://www.w3.org/2000/svg",viewBox:"0 0 16 16",width:"16",height:"16",fill:"currentColor",className:"w-4 h-4",children:(0,n.jsx)(l.path,{fillRule:"evenodd",d:"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"})})}),"What Are Mastra AI Workflows?"]}),` `,(0,n.jsx)(l.p,{children:"At their core, Mastra workflows are graph-based state machines that help you orchestrate complex sequences of AI operations. Instead of a jumble of async/await calls and if/else branches scattered throughout your codebase, workflows let you define discrete steps with clear inputs, outputs, and execution logic."}),` `,(0,n.jsx)(l.p,{children:"As the team behind Mastra puts it:"}),` `,(0,n.jsx)(l.p,{children:'"Workflows are durable graph-based state machines. They have loops, branching, wait for human input, embed other workflows, do error handling, retries, parsing and so on."'}),` `,(0,n.jsx)(l.p,{children:"The beauty of Mastra's approach is that it combines the flexibility of a general-purpose programming language (TypeScript) with the structure of a workflow engine."}),` `,(0,n.jsxs)(l.h2,{id:"getting-started-with-workflows",className:"flex items-center relative group",children:[(0,n.jsx)(l.a,{className:"absolute -left-6 top-0 bottom-0 flex items-center opacity-0 group-hover:opacity-100 transition-opacity duration-200",href:"#getting-started-with-workflows",children:(0,n.jsx)(l.svg,{xmlns:"http://www.w3.org/2000/svg",viewBox:"0 0 16 16",width:"16",height:"16",fill:"currentColor",className:"w-4 h-4",children:(0,n.jsx)(l.path,{fillRule:"evenodd",d:"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"})})}),"Getting Started with Workflows"]}),` `,(0,n.jsx)(l.p,{children:"Before diving into complex examples, let's understand the basic building blocks of a Mastra workflow."}),` `,(0,n.jsxs)(l.h3,{id:"1-installing-mastra",className:"flex items-center relative group",children:[(0,n.jsx)(l.a,{className:"absolute -left-6 top-0 bottom-0 flex items-center opacity-0 group-hover:opacity-100 transition-opacity duration-200",href:"#1-installing-mastra",children:(0,n.jsx)(l.svg,{xmlns:"http://www.w3.org/2000/svg",viewBox:"0 0 16 16",width:"16",height:"16",fill:"currentColor",className:"w-4 h-4",children:(0,n.jsx)(l.path,{fillRule:"evenodd",d:"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"})})}),"1. Installing Mastra"]}),` `,(0,n.jsx)(l.p,{children:"If you're starting a new project, the easiest way is to use the CLI:"}),` `,(0,n.jsx)(l.figure,{"data-rehype-pretty-code-figure":"",children:(0,n.jsx)(l.pre,{style:{backgroundColor:"#282c34",color:"#abb2bf"},tabIndex:"0","data-language":"bash","data-theme":"one-dark-pro",children:(0,n.jsx)(l.code,{"data-language":"bash","data-theme":"one-dark-pro",style:{display:"grid"},children:(0,n.jsxs)(l.span,{"data-line":"",children:[(0,n.jsx)(l.span,{style:{color:"#61AFEF"},children:"npm"}),(0,n.jsx)(l.span,{style:{color:"#98C379"},children:" create"}),(0,n.jsx)(l.span,{style:{color:"#98C379"},children:" mastra"})]})})})}),` `,(0,n.jsx)(l.p,{children:'The CLI will guide you through setting up a project with the components you need. Make sure to select "Workflows" when prompted.'}),` `,(0,n.jsx)(l.p,{children:"For an existing project, you can install the core package:"}),` `,(0,n.jsx)(l.figure,{"data-rehype-pretty-code-figure":"",children:(0,n.jsx)(l.pre,{style:{backgroundColor:"#282c34",color:"#abb2bf"},tabIndex:"0","data-language":"bash","data-theme":"one-dark-pro",children:(0,n.jsx)(l.code,{"data-language":"bash","data-theme":"one-dark-pro",style:{display:"grid"},children:(0,n.jsxs)(l.span,{"data-line":"",children:[(0,n.jsx)(l.span,{style:{color:"#61AFEF"},children:"npm"}),(0,n.jsx)(l.span,{style:{color:"#98C379"},children:" install"}),(0,n.jsx)(l.span,{style:{color:"#98C379"},children:" @mastra/core"})]})})})}),` `,(0,n.jsxs)(l.h3,{id:"2-creating-your-first-workflow",className:"flex items-center relative group",children:[(0,n.jsx)(l.a,{className:"absolute -left-6 top-0 bottom-0 flex items-center opacity-0 group-hover:opacity-100 transition-opacity duration-200",href:"#2-creating-your-first-workflow",children:(0,n.jsx)(l.svg,{xmlns:"http://www.w3.org/2000/svg",viewBox:"0 0 16 16",width:"16",height:"16",fill:"currentColor",className:"w-4 h-4",children:(0,n.jsx)(l.path,{fillRule:"evenodd",d:"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"})})}),"2. 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By breaking down complex processes into discrete steps with clear inputs, outputs, and execution logic, workflows make your AI applications more maintainable, testable, and reliable."}),` `,(0,n.jsx)(l.p,{children:"The combination of strong TypeScript typing, flexible control flow, and seamless integration with LLMs makes Mastra an excellent choice for building sophisticated AI applications. Whether you're building customer support automation, content moderation systems, or complex document processing pipelines, workflows give you the structure and capabilities you need."}),` `,(0,n.jsx)(l.p,{children:"Start simple with basic linear workflows, then gradually incorporate more advanced patterns like conditional branching, parallel execution, and human-in-the-loop processes as your applications mature. With Mastra's local development environment and comprehensive testing tools, you can iterate quickly and confidently."}),` `,(0,n.jsx)(l.p,{children:"Remember that workflows are just one part of the Mastra ecosystem. 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