Step-by-step Cursor workflows from How I AI expert interviews. Each guide includes prompts, code snippets, and practical tips.
Set up a long-running AI task in Cursor to autonomously pull error logs from Sentry and Vercel, analyze them, and generate a prioritized bug-fixing plan, including surfacing critical P0 bugs.
Use an AI model like GLM 5.2 to analyze an entire codebase, summarize its architecture and recent changes, and then generate a visual HTML report to share with your team.
A step-by-step guide to setting up the cost-effective GLM 5.2 AI model in your Cursor code editor using an Open Router API key, unlocking powerful, affordable AI assistance for your coding tasks.
Overcome generic AI-generated designs by building a custom prototyping environment. This workflow connects your company's design system to an AI code editor, ensuring all prototypes are on-brand and high-fidelity.
Empower your non-technical marketing team to build simple, free web tools using an AI-native code editor like Cursor. This 'vibe coding' approach can generate significant email sign-ups and foster a culture of rapid creation.
Use Cursor's AI to analyze your engineering team's usage data from a CSV. Automatically create user cohorts and generate a gamified playbook to help everyone become an AI power user.
Use Claude Code, a dictation tool, and a three-pane workspace to turn a natural language idea into a functional Next.js and Tailwind CSS prototype in minutes, bringing design concepts to life.
Supercharge your engineering velocity by using Claude Opus 4.6 to rapidly build features and then leveraging GPT-5.3 Codex to perform a rigorous, principal-level code review for production hardening.
Leverage Claude Opus 4.6 within Cursor to perform a complete, creative redesign of a marketing website, from initial high-level concepts to a polished, on-brand final product.
Learn Gumroad CEO Sahil Lavingia's process for rapidly prototyping a UI with v0, then using the AI agent Devin to autonomously code, implement, and submit the feature for review, turning a multi-day task into a one-hour workflow.
Learn to build a complex 3D multiplayer game, even with no prior game development experience. This workflow guides you through an iterative process of using an AI assistant like Cursor and Claude as a junior developer to go from a simple concept to a functional prototype.
Facing a tight deadline with no source files? This workflow shows you how to use Cursor to recreate a complex, animated SVG logo from just a static image and simple, descriptive prompts.
Turn a static Figma screenshot into a fully interactive, resizable prototype using Cursor. This workflow helps designers test dynamic layouts and improve collaboration with engineers before writing production code.
Learn how to configure MCPs in Cursor to control external tools like a headless browser or a database directly from your IDE using natural language commands, effectively reducing context switching and manual work.
This workflow details a structured, three-step process using custom rule files in Cursor to guide an AI from a high-level feature idea to a detailed PRD, then to a complete task list, and finally through systematic execution of each task.
Learn how a non-engineer built a custom, high-quality website translation service using an AI-native code editor and GitHub Actions. This workflow replaces expensive localization software and agencies, saving over $140,000 annually while improving translation quality and speed.
Transform an ugly, AI-generated UI into a polished, professional design by providing specific feedback to Cursor. This workflow teaches you how to guide the AI using negative feedback, aesthetic direction, real-world examples, and established design theory.
Learn to rapidly prototype complex, interactive components with sound using a single prompt in Cursor. This workflow demonstrates how to automate project setup and generate a fully functional digital piano in moments.
Use Cursor's chat feature to explore and combine diverse visual styles like Brutalism and Y2K. This workflow shows how to generate unique design variations for a webpage by having a creative conversation with AI.
Use AI to analyze test logs, identify and prioritize technical debt, and generate a task list for AI agents like Cursor or Devin to systematically fix issues. This creates a repeatable process for improving codebase health.
Unify scattered documentation into a single repository directory. This creates a single source of truth, improving consistency and efficiency for both human engineers and AI agents.
Implement a disciplined, three-phase AI development cycle using Cursor and Xcode to build complex applications. This workflow uses custom rules for creating requirements, reviewing plans, and executing code in small, manageable steps to ensure high quality and maintainability.
Set up a coding environment with 'guardrails' like TypeScript and linters, then use a simple prompt in Cursor to let its AI agent automatically find, analyze, and fix code errors. This workflow streamlines debugging and improves code quality.
Build a highly efficient, AI-powered personal operating system by centralizing all your business context—notes, data, and prompts—into a GitHub monorepo. This allows AI assistants like Claude or Gemini to consistently and accurately automate complex tasks like writing proposals and creating content.
Learn the author's preferred method for building a powerful 'meta-skill' inside the Cursor editor. This workflow uses Anthropic's official documentation to create a reusable agent that can quickly generate new, well-structured Claude Skills on demand.
This workflow details a 'Super MVP' method for prototyping and testing a complex AI agent, like a personal morning briefer, directly in Cursor using only plain English instructions in a Markdown file. It's a powerful way for non-technical builders to create and iterate on AI product logic.
This workflow shows how product managers can use Cursor, an AI-powered code editor, to create an end-to-end system that automates PRD creation, feedback management, Jira ticket generation, and status reporting.
Use Spec Kit with an AI assistant like GitHub Copilot to improve the quality of your software specifications. The AI acts as an intelligent partner, analyzing your requirements and asking clarifying questions to help you identify edge cases and ambiguities before development begins.
Turn a Product Requirements Document (PRD) into a clickable, interactive prototype using Cursor. Learn how to generate the initial UI and then use text and screenshot-based prompts to quickly fix bugs and improve the design.
Define a set of instructions in a markdown file to create a custom AI agent within Cursor. Use this agent to consistently generate structured documents like Product Requirements Documents (PRDs) for your projects.
Learn to go from an empty folder to a functional Next.js web application. This beginner-friendly guide uses Cursor's AI Agent to scaffold, run, and set up version control for your first project hub.
Learn to automate the cataloging of archival photos, videos, and audio. This workflow uses Python, the OpenAI Vision API, and vector embeddings to create a structured, semantically searchable media database.
Take an existing blog page and instantly improve its visual design, user experience, and SEO using a single prompt with an AI model like Anthropic's Opus 4.5 inside the Cursor code editor. This workflow automates the redesign process, delivering a polished result in minutes.
Learn how to transform a personal AI discovery into a formal, company-supported initiative. This workflow covers building a business case and crafting the perfect pitch to get leadership buy-in for broader AI adoption.
Execute a structured, company-wide 'Builder Day' to get your entire organization hands-on with AI tools. This playbook uses friendly competition and dedicated support to overcome adoption friction and create sustained usage.
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