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Agent use cases

Real jobs people have handed to an AI agent, from booking appointments to building a small game.

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Firsthand stories first. Official templates after.

Matching agent use cases

Showing 73–96 of 301 agent use cases

Set up a Roblox game project with a checklist

One user told Claude about their Roblox game idea. Claude wrote a 26-step setup checklist for Cowork to run on their computer, then took over for the build.

  • Individuals
  • Students
  • Claude Cowork

Run astronomy research with your own data

One user did real scientific research with Claude Cowork. They linked a folder, let it drive Chrome to pull data from MAST and ExoFOP, and let it run code.

  • Students
  • Individuals
  • Claude Cowork

Automate SEO for a SaaS site

A SaaS founder automated their whole SEO process with Claude Cowork, using 16 skills and 10 schedules, and started getting traffic from Google, ChatGPT, and Perplexity.

  • Small businesses
  • Claude Cowork

Draft personalized job outreach emails

A job seeker uploads a spreadsheet of LinkedIn leads and their resume. Claude Cowork writes a personalized email for each role and leaves it in Gmail, ready to send.

  • Individuals
  • Claude Cowork

Replace a portfolio tool with your own workflow

Rather than buy an expensive portfolio management tool, one team connected Claude Cowork to Microsoft 365 with add-ins and skills and automated the work themselves.

  • Small businesses
  • Claude Cowork

Move to a cheaper server

In 30 minutes, a developer used Codex CLI to move the services they still needed off an expensive 16 GB server and onto a cheaper one.

  • Developers
  • Small businesses
  • Codex

Recreate a closed app's features

A developer gave Codex a closed-source Sony Android app and asked it to rebuild the features. With a reverse-engineering toolkit, they had a working standalone app 30 minutes later.

  • Developers
  • Codex

Try Devin as a coding harness

After trying Devin, one developer called it their second-favorite coding harness, behind Codex.

  • Developers
  • Devin

Sort a studio's inbox so leads don't go cold

A studio kept losing leads in a messy Gmail inbox. An automation builder made an n8n workflow that sorts every email into new enquiries, existing clients, job applications, and spam.

  • Small businesses
  • n8n

Pull business leads from Google Maps by chat

One builder made a lead finder you can chat with. Say what kind of businesses you're after, and it pulls data from Google Maps, cleans it up, and puts the leads in Google Sheets.

  • Small businesses
  • n8n

Run a coffee roaster's daily orders

One builder made a 44-node n8n workflow for a coffee roaster's orders. It removes duplicates, sends bad data to a support ticket, and scores orders for fraud.

  • Small businesses
  • n8n

Chase unpaid Stripe invoices

A client had more than $10,000 tied up in unpaid Stripe invoices. In 30 minutes, a builder made an automated payment recovery workflow in n8n.

  • Small businesses
  • n8n

Send invoice reminders without duplicates

One builder's n8n, Airtable, and Gmail workflow finds overdue invoices, flags those due within 3 days, sends the right reminder without doubling up, and updates the debtor list.

  • Small businesses
  • n8n

Filter remote jobs that fit your location

A job seeker in Lagos built an n8n workflow that pulls 200-plus jobs from 5 boards, filters them, has AI score each against their skills, and emails the best ones.

  • Individuals
  • n8n

Qualify leads and draft replies

One builder's n8n lead flow runs from form to webhook to AI agent to lead score, then Airtable, email, and a draft reply. It screens leads by need, budget, and fit, and a person reviews the reply.

  • Small businesses
  • n8n

Build a flashcard app to study for interviews

To study for interviews, a developer built a flashcard app with Claude Code in one go, and later had it add features without really looking at the code.

  • Individuals
  • Students
  • Claude Code

Upgrade libraries and scaffold tests

In one shot, a developer had Claude Code swap out and upgrade libraries, then create Page Objects and scaffold end-to-end test files.

  • Developers
  • Claude Code

Generate large amounts of documentation

On the $200-a-month plan, one user had Claude Code write about half a million words of documentation in a week without hitting session limits.

  • Developers
  • Claude Code

Revive an old student game project

A developer got a game they'd made with classmates back in 2010 running again, using Claude Code on the $20 plan.

  • Developers
  • Individuals
  • Claude Code

Create graded SQL practice projects

One learner had Claude Code create 12 SQL practice projects that get harder as you go, each with automated tests. They revised a few lessons but found it very helpful.

  • Students
  • Individuals
  • Claude Code

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