All use cases
Turn a week of GitHub activity into a blog post
A three-agent pipeline that drafts weekly posts from commit history and publishes to Notion and DEV.
Turn any URL into a structured Notion note
An n8n workflow fetches a submitted URL, strips it to readable content, has OpenAI summarise it into structured fields, and saves a Notion note.
Turn booking confirmation emails into calendar events
An n8n workflow extracts details from booking emails and PDF attachments and creates calendar events in a dedicated calendar, built for a CEO's flooded inbox.
Turn chat messages into Google Calendar events
An n8n calendar agent takes a chat message, extracts event title, location and times, and creates a Google Calendar entry.
Turn customer feedback into tested pull requests
In OpenAI's own launch example, a Dot watches feedback for recurring requests, scopes small fixes, builds and tests them, and returns PRs with demo videos.
Turn daily X bookmarks into working tech prototypes
A bot scans a Cursor employee's X bookmarks daily, picks a new technology, drafts a prompt, and on approval starts a Cursor Cloud agent to build a prototype in about 15 minutes.
Turn email invoices into a live financial dashboard
An n8n workflow scans emailed invoices, extracts supplier, amount, date and description, and feeds a real-time Google Sheets dashboard.
Turn forwarded receipts and bank data into expense and tax summaries
Users report Cowork building a Monday expense report from forwarded receipts and a tax-prep summary from a year of transactions, plus home maintenance logs.
Turn Gmail action items into an AI to-do list
A Chrome extension scans a messy Gmail inbox, calendar invites and follow-ups and turns the action items into a to-do list.
Turn handwritten Kindle Scribe notes into to-dos and events
Alexa+ summarizes notes sent from a Kindle Scribe and converts them into to-do lists, calendar events and reminders; a feature description.
Turn ideas into finished videos
Grok Bot acts as a video production assistant that generates and edits video, adds motion and voiceovers, and finishes content.
Turn lead CSVs and sales data into dashboards
Manus turned a large lead CSV into a dashboard in about 20 minutes and charted coffee shop sales data with Python, though it sometimes looped and drained credits.
Turn new Gmail emails into Notion CRM leads
A Zapier Agent triggers on each new Gmail email and creates a lead record in a Notion database with mapped properties filled in.
Turn newsletters into branded LinkedIn carousels
A newsletter writer built a Claude Code skill that converts a newsletter URL or text into 5-10 slide HTML/CSS carousels in under 5 minutes.
Turn Notion PRDs into scoped Linear tickets
Devin's docs describe reading a Notion PRD to create Linear tickets, producing implementation plans for a backlog, and posting customer health summaries to Slack.
Turn one goal into an ordered plan of coding-agent tasks
Ordewell takes a single goal and breaks it into an ordered plan of tasks for coding agents.
Turn PDFs and textbooks into interactive courses
Hassan's agent parses source documents, plans lesson structure via tool calls, picks interactive components, and a Lesson Reviewer agent checks the final course.
Turn product photos into video ads with an ad agent
A commenter feeds product photos and audience details to an agent that drafts the script, generates b-roll, and adds voiceover; another mentions a bot organizing calendar and payments.
Turn receipts into CSV for bookkeeping
Poster built a custom GPT that takes receipts and outputs a CSV for copy/pasting into books, with a caveat that it shouldn't be blindly trusted.
Turn reservation calls into calendar bookings
An n8n workflow takes Vapi call transcripts, extracts reservation details, creates Calendar events, logs to Sheets and sends follow-ups.
Turn Slack and call transcripts into Claude Code tasks
The poster wants a persistent Claude agent that watches Slack and call transcripts, spots tasks, and drafts the Claude Code prompts, removing them from the loop.
Turn Slack and Linear tasks into PRs and fix CI
Cognition staff assign Devin work in Slack or Linear; it posts PRs, fixes bugs flagged by review bots and works CI and lint failures until checks pass.
Turn Slack feedback into PRs and debug infra
Sid Nanda's company uses Devin in Slack to triage feedback, turn user issues into PRs, debug async flows and infra read-only, and let non-technical staff coauthor PRs.
Turn Slack messages and sheet rows into Linear issues
Lindy workflows create Linear issues from Slack messages or new Google Sheet rows and write the issue link back to the sheet (vendor description).
Turn spoken answers into a Todoist task list with Alexa+
Alexa sends spoken answers to ChatGPT, which organizes them into a formatted list of tasks for the household workflow.
Turn tickets into merged pull requests with Claude Code
Pulls tasks from GitHub Issues or Linear, then runs Claude Code or Codex in isolated Kubernetes pods to carry each one through to a PR.
Turn tickets into merged pull requests with one-shot coding agents
Stripe describes its internal Minions coding agents that take tasks end to end into code changes; the post is a headline only.
Turn trip receipts into an expense report and triage files
The author used Cowork to build an expense report from 47 receipts, pick what to read from 4,992 files and make slide decks via Gamma.
Turn vet charges into ready-to-send pet insurance claims
A personal OpenClaw agent spots vet charges in the bank feed, finds the invoice in Gmail, fills the insurer's PDF form, drafts the email and tracks replies for the owner to review and send.
Turn videos and company research into slide decks
The author describes Manus watching a YouTube video to make a slide deck and researching companies for investment potential into a presentation.
Turn voice notes into Linear tickets and review analytics
The author built Codex skills that convert voice notes into formatted Linear tickets, review YouTube analytics weekly, and run nightly self-improvement automations.
Turn voice notes into structured Obsidian notes
Voice notes sent over Telegram become Obsidian thought notes with transcript, cleaned argument, linked context and a draft; Hermes also tracks recipes.
Turn YouTube videos into cited research notes
The author uses Claude Code with NotebookLM and Obsidian to turn 20 videos into cited notes, audio overviews, a knowledge graph and flashcards.
Unsubscribe from unread mailing lists via Gmail
Reporters connected Muse to Gmail; it found never-opened emails, let the user choose which to drop, then carried out the unsubscribe requests.
Update a digital assets platform with Manus
Mufasa used Manus to review features, iterate on mockups, and generate code for a new AI automation sector in Genesis v2.0.
Update a docs page of AI CLI tools with Devin
A user had Devin update a page listing AI coding CLI tools; it opened a PR in 5 minutes, but a separate task needed much back-and-forth to find all files.
Update a household wiki with an LLM via MCP
The author's wife plugged an MCP server into their household Wiki.js so an LLM can update the wiki.
Update a legacy Telegram bot and refactor an app
The author used Replit Agent to update a Telegram bot to a newer API, which only worked after some iterations, and to refactor a card-collection app including a database schema change.
Upgrade site dependencies and frameworks with Cursor
Kent C. Dodds had Cursor's agent look up migration docs, plan and upgrade Remix v2 to React Router v7 and xstate in his site.
Use a bot as a QA intern on a live app
A Grok Bot clicked through an app's core flows several times a day, reported problems and drafted fix PRs; it found a real bug.
Use a coding agent for everyday non-programming chores
A user's Claude Code handled non-coding tasks: photo edits, PDF analysis for exam prep, killing a hung process, finding materials, checking warranties, and renaming an agent across files.
Use a persistent assistant for student research and daily tasks
A student used a named dot for ongoing research and daily tasks with persistent context across chats, set up for email.
Use an agent as a full-time personal secretary
A user says they use Grok Bot as a full-time secretary for personal-assistant work, with no detailed task list given.
Use Codex for non-coding chores
Commenters use Codex for Pi-hole upgrades, market research, wiki building, file search, PowerPoint edits, light Excel work, scraping, and data entry.
Use Cursor for academic paper writing with citations
Forum users write papers in markdown with Zotero citations and a bibtex file for Cursor to pick references from, converting to Word with pandoc.
Use Grok as the narrative engine of a game
The poster built a game where Grok generates the story narration, and says it outperformed Gemini and GPT for narrative output.
Use n8n workflows as a Home Assistant voice agent
A custom integration sends voice requests and exposed entities to an n8n workflow that can use AI and trigger automations, speaking the reply back.
Validate invoices against inventory and create purchase orders
An n8n workflow built for a client matches invoice data to a Google Sheets inventory, creates ERP purchase orders and notifies purchasing; about 90% of invoices are handled automatically.
Verify SPICE simulations against a real oscilloscope
MCP servers for an oscilloscope and SPICE simulator let Claude Code compare simulated circuits with real hardware measurements, closing the loop.
Vibe-code a Flappy Bird game for DeskHog
A PostHog tutorial has Cursor in Agent mode write a Flappy Bird-style game for the DeskHog device from its README and hardware details.
Vibe-code a pull request dashboard across Azure DevOps repos with ChatGPT
Author used ChatGPT for architecture and the Junie agent in WebStorm to build a dashboard aggregating PRs across four repos, flagging approvals, conflicts and comments, in about 3 hours.
Vibe code an HTML5 browser game
The developer of Xenodochium built the game with Gemini, hit repeated errors, and worked around them by starting a fresh chat.
Vibe-code and deploy an idle clicker game
Gilbert Pellegrom had his OpenClaw agent build a simple idle game from a conversation, commit it to GitHub and auto-deploy it to Vercel.
Watch a ticket site and report available times
Mika Reyes set a Grok Bot routine to keep checking a Dancing with the Stars ticket website and come back with times.
Watch item prices and email on drops
A commenter set up a ChatGPT price watch on items they want and gets an email only when the price drops.
Watch weekly deals and buy regular items
One Grok Bot watches deals on regularly bought products, another purchases in a browser with shipping details and discount codes, then reads order confirmations and tracking.
Win a flight refund dispute with ChatGPT
A traveler used ChatGPT to frame a dispute over a cancelled IndiGo flight and says they won the ₹43,992 refund.
Work helpdesk tickets with Claude Code and custom GPTs
Support admins built CLIs and skills for Confluence, Jira and Zendesk with Claude Code, and used a custom GPT to draft ticket answers that had to be pasted back manually.
Work on mainframes and COBOL
Hopper is an agentic development environment for the mainframe systems behind banking, payments, insurance, and airlines.
Write a beginner book on programming with AI
A blogger used Manus free credits to write a book on programming with AI for beginners and plans to publish it on Amazon.
Write a Linux kernel improvement with Claude Code
Linus Torvalds is working on a sizable Linux kernel patch written with Claude Code, per the headline.
Write a parking ticket appeal that got dismissed with ChatGPT
The poster used ChatGPT to draft an appeal of a street-sweeping parking ticket, and the ticket was dismissed.
Write a weekly AI marketing newsletter automatically
A scheduled Lindy agent researches the week's news, drafts the newsletter plus social posts and scripts, stores them in Airtable and emails the result.
Write and debug code across eight test tasks
A reviewer had Manus build a currency converter, fix a find_max bug and make a landing page, with mostly strong results.
Write and send AI newsletters automatically
An n8n agent finds a trending AI topic, writes a newsletter with Gemini, formats it and emails it to subscribers without manual work.
Write appeals and phone insurers on denied claims
Counterforce Health's AI writes appeal letters against claim denials and a voice agent calls the insurer to follow up for the user.
Write better CSS with an MDN-aware helper
An MCP server that consults MDN docs, reports browser compatibility, and analyzes your CSS for the agent.
Write, design and post social content from a Google Sheet
An automation built with Make, OpenAI, Cloudinary and Buffer writes captions, designs content and posts it across social platforms from a sheet.
Write end-of-sprint changelogs from completed tickets
A PM has Claude Cowork read completed Linear tickets, pick what matters, draft the update and suggest email or in-app format, replacing about an hour per sprint.
Write Meta campaign copy as a senior copywriter
A poster had Manus act as a senior direct-response copywriter to generate ad copy for a Meta campaign.
Write Playwright tests with Playwright MCP and Claude Code
A walkthrough of using Playwright MCP with Claude Code to generate Playwright tests in minutes.
Write, review and document code across a product's PRs
Founders report Devin touching all PRs at ChatPRD and being Gumroad's top contributor with over 1,500 merged PRs.
Write, schedule and track social posts daily
An agent writes a business's social posts, schedules them daily and tracks performance without manual input.