Cursor
54 published cases mention this tool.
Cursor's agent mode runs background jobs across 54 cases: issues turned into PRs, multi-stage reviews, cross-framework upgrades. The heavyweight entry: Brex migrated 180 microservices in a month with self-hosted Cursor agents, reporting 32x speed and roughly 90% lower cost — figures relayed from coverage, not independently verified. The limits come with numbers too: one simple test PR cost $4.63 through background agents on MAX models.
Common task settings
- Software & development · 32
- Office & operations · 6
- Content & creative · 5
- Research & knowledge · 4
- Marketing & sales · 4
About these tool references
Tool names and associations come from the tools field of each published case. Every linked case retains its original source. Inclusion is not vendor endorsement; reported results are not independently verified.
Cases using Cursor
- Point a computer-using bot at any repo
Suggested implementation: Use Grok Bot as a general computer-using agent to interact with any repository by controlling the machine, browser, and file system, while a human provides the specific repo and task…
- Draft newsletters and social posts in your own voice
Send this URL to Cursor/Claude and ask it to build this for you. It takes raw thoughts and ships newsletters, LinkedIn posts, and tweets in your own voice. tbh, I was being lazy around writing my newsletter.
- Run Cursor agent mode safely with containers and hooks
Suggested implementation: Run Cursor agent mode within isolated per-feature devcontainers using Docker Compose for app, Postgres, Redis, and Cloudflared.
- Draft articles quoting Kindle highlights and notes
Introduction Recently, I've been seeing many articles about trying to write text using Cursor. I thought this looked interesting and could be useful for the notes I usually write, so I gave it a try.
- Reverse engineer a Go binary with Ghidra via MCP
Recently, I encountered a situation where I got a Golang HTTP server binary and needed to disassemble it for further research to find clues for the next steps. However, I am quite unfamiliar with reverse engineering.
- Auto-pull proven skills for Cursor on an analytics dashboard
Suggested implementation: Build AgentNet to connect Cursor to a tested skills marketplace, enabling automatic skill retrieval based on prompt matching rather than manual rules.
- Build and run an iOS app on an iPhone without a Mac
Suggested implementation: Use a Cursor cloud agent with the ios-builder tool to compile an iOS application.
- Grade Cursor on a real data science project
Mike Woodward evaluated Cursor (using Claude) on a real Python data science project involving English football data.
- Playtest a Godot 4 game with a Cursor agent
Playtest de Godot 4 para agentes en Claude Code o Cursor: capturar el juego de verdad, hacer clicks como un jugador, y no contaminar src/.
- Scrape freelancer leads and automate email and LinkedIn outreach
The author built a lead generation and outreach system for a Canva webinar targeting Mexican freelancers. A Cursor IDE script scraped LinkedIn for English-speaking professionals and extracted emails.
- Migrate a website from a CMS to raw code and Markdown
I migrated cursor.com from a CMS to raw code and Markdown. I had estimated it would take 1-2 weeks, but was able to finish the migration in three days with $260 in tokens and hundreds of agents.
- Scaffold a new service end to end with agents
Suggested implementation: Use a repository task file specifying service and team names to drive an agent.
- Build an invitation card website purely by prompting
Posted on Apr 3, 2025 This is my first post I had an idea that I wanted to implement quickly.
- Troubleshoot a production-only performance issue
Cursor and AI Agent Development I have been using Cursor’s AI agents off and on for a while now but December was the first time I really applied them in some recent projects.
- Keep coding agents running autonomously for long stretches
We've been experimenting with running coding agents autonomously for weeks. Our goal is to understand how far we can push the frontier of agentic coding for projects that typically take human teams months to complete.
- Catch intent conflicts between parallel coding agents
Foremerge is the open-source coordination protocol for coding agents, built above Git.
- Run a scheduled personal assistant that builds a task dashboard
We're introducing Cursor Automations to build always-on agents.
- Brex Migrates 180 Microservices in a Month with Self-Hosted Cursor Agents: 32x, ~90% Cheaper
Blog Brex Eng Blog Agent automation... Brex Eng Blog Agent automations for big migrations Sofhia de Souza Gonçalves Jul 22, 2026 Jul 22, 2026 Large-scale framework migrations are notoriously painful.
- Queue maintenance and bug fixes for Cursor background agents
Table of contents Cursor Agents: How it works Things I like about Cursor Agents Things I'm waiting on to improve Cursor Agents vs. OpenAI Codex Did it unlock insane productivity gains for me?
- Build small features and integrations with Cursor agent mode
Suggested implementation: Use Cursor agent mode for small, contained features. First, review the implementation plan.
- Scaffold a second module from an existing one's structure
Suggested implementation: A developer manually sets up the project foundation and defines a reference module structure across 4-5 files.
- Vibe-code a Flappy Bird game for DeskHog
Joe Black Jun 22, 2025 ai, deskhog Getting started with GitHub, Cursor, and PlatformIO Creating a branch and adding some code Deploying and testing your code Iterating, bugfixing and committing Unfortunately, since…
- Use Cursor for academic paper writing with citations
The author conducted a crude experiment to construct an NSF Project Summary using Cursor. They set up a main directory with a markdown section file and a reference directory containing text versions of two papers.
- Run a private personal-admin agent in Cursor
Series: Hub - One Agent, Many Workflows · Part 1 of 5 deep dives Why brainstorm and personal agent need different rules Brainstorming works best when the agent keeps options open.
- Draft personalized outbound, recaps and forecasts for sales
Cursor's Head of Enterprise Growth built an internal AI tool, ChatGTM, for a 400+ person sales org.
- Fix Snyk vulnerabilities and open PRs automatically
The engineer implemented an automated workflow using Claude Code and Cursor to handle Snyk vulnerability tickets.
- Turn daily X bookmarks into working tech prototypes
Suggested implementation: Use Grok Bot to summarize daily X bookmarks and Cursor to generate prototype code from those summaries.
- Build a minigame collection in a day
Suggested implementation: Use ChatGPT to refine a game concept into a concise prompt (e.g., four minigames, Python/tkinter).
- Prototype product features as a non-coding PM
The author uses Cursor to analyze user feedback and prototype features without coding. Inputs include CSV reviews and codebases; outputs are ASCII diagrams, wireframes, and plans.
- Surface unanswered emails from the past week
The author attempted to build an automated personal assistant to surface unanswered emails from the past week using the Gmail API.
- Coordinate sub-agents to monitor PRs and fix prod bugs
Suggested implementation: Use Cursor's Projects feature to establish a coordinator agent that delegates tasks to sub-agents acting as engineers or PMs.
- Generate ad-copy variants and scrape competitor ads
Feels like there’s a new tool every week promising to fix creatives, automate content, or improve SEO workflows. I tried a few, but most either don’t go deep enough or end up slowing things down instead of helping.
- Process and query email across providers via MCP agents
The author developed a provider-agnostic email intelligence product using MCP and agents, initially targeting a ChatGPT app interface.
- Ship a backlog landing page from a ticket spec
The author used Cursor's Background Agents to implement a pricing landing page from a backlog ticket.
- Automate per-room heating control in Home Assistant
Suggested implementation: Integrate Home Assistant with Zigbee radiator valves and a relay wired in parallel with the existing thermostat as a fallback.
- Update and ship an app using Cursor's agent
Suggested implementation: Use Cursor's Composer Agent mode for SwiftUI app updates. Include a PRD in each request and instruct the agent to review the entire codebase before editing, adhering to KISS principles.
- Automate invoice organizing and monthly invoice emails
Minikohei here. I serve as the representative of a company called X2Y2 JAPAN and as the CPO of a company called Yoake Entertainment. (For some reason, I am writing this article myself, not using AI.
- Turn Sentry bug reports into fix pull requests
Suggested implementation: Integrate Sentry Agent Tracing with Cursor to automate bug resolution. The workflow involves capturing production errors, triggering Cursor agents via Sentry, and generating fix pull requests.
- Build a homepage from Figma designs via MCP
The author integrated Figma MCP with Cursor to convert design elements into HTML/CSS code.
- Keep docs updated with Cursor background agents
Suggested implementation: Teams initiate tasks via Slack discussions and resume work in Cursor using Background Agents.
- Test Devin on integrations, migration and security review
The Answer.AI team tested Devin, an autonomous AI software engineer, against 20 real-world tasks including API integrations, code migration, and security reviews.
- Apply for jobs and turn notes into coding prompts
Suggested implementation: Use Grok Bot via Cursor CLI to link developer documentation. Send shorthand notes to the bot, which rewrites them into full coding prompts for Cursor execution.
- Run Terraform plan and apply through an MCP agent
The author configured the tfmcp client in Cursor to execute Terraform commands (init, plan, apply) for provisioning a Postgres database, schema, and user access.
- Let Cursor maintain an Obsidian notes vault
The author uses Cursor as an assistant to manage an Obsidian knowledge graph. Cursor reads the entire vault to check consistency, suggest structural improvements, and document daily work into 'done' notes.
- Build a project management tool with a 24-hour agent run
The author executed a continuous 24-hour task using the Cursor agent to build a project management tool.
- Build a personal research wiki from papers and articles
LLM Wiki (Cursor + Obsidian) A pattern for building personal knowledge bases using Cursor Agent and Obsidian. This is an idea file designed to be copy-pasted into a Cursor chat (or linked from AGENTS.md).
- Manage an inbox and book jobs as an office manager
Suggested implementation: Configure Grok Bot as a persistent agent with independent compute resources to handle inbox management and job booking.
- Turn an open GitHub issue into a PR with a background agent
Suggested implementation: Disable Cursor privacy mode to enable background agents.
- Investigate customer errors and draft tickets in support
Cursor's support team uses Cursor IDE with MCP servers to integrate codebases, logs, and communication tools into single investigation sessions.
- Monitor tasks and open pull requests with long-running agents
Suggested implementation: Deploy a Claude Code server on a VPS using the Caliber AI setup repo to generate MCP configs and agent skills.
- Upgrade site dependencies and frameworks with Cursor
The author used Cursor Composer 1.5 to audit and upgrade dependencies on a large site (42k+ LOC).
- Convert a Replit-built app into a frontend and backend setup
Suggested implementation: Use Replit Agent to build a prototype until it meets functional requirements.
- Debug prod pods and docker-compose with Cursor
Suggested implementation: Use Cursor with Kubernetes MCP to query production pod logs via natural language, avoiding manual kubectl commands.
- Build a mental models framework with a multi-agent dev team
A solo founder coordinated Claude, ChatGPT, Windsurf, and Cursor as role-based team members using a SITREP protocol for parallel execution.