All use cases
Complete online surveys for free stuff
A user had Grok Bot fill out a survey to get free stuff; it has worked once so far.
Compose and produce music through conversation
The author used Claude Code to write music and lyrics and build tooling integrated with Bitwig; one honky-tonk song was made entirely by conversation.
Compose songs by writing synthesis code
The author ran one-shot experiments where Claude Code wrote Python to synthesize music, including a rock song with sung lyrics via macOS say; sampling a song failed.
Configure a local AI lab and build a knowledge graph by chat
Users had Hermes Agent set up a local AI stack (liteLLM, Postgres, Prometheus, Grafana) and install Gbrain as an MCP server to build a personal knowledge graph.
Configure macOS and dev tooling from the terminal
Gemini CLI ran defaults write commands to set Dock auto-hide, and was also used to install Docker and configure Git GPG signing.
Consolidate bank statements into a spending dashboard with Claude with Claude
Miles Deutscher reportedly uses Claude to merge monthly bank statements into a dashboard, visualize spending, compute metrics and analyze portfolio allocation.
Contact job candidates for initial HR screening
A job seeker reports an AI agent calling and emailing them for a first HR screening.
Contact OpenAI support on the user's behalf
A user had Operator try to contact OpenAI support; it got partway but an error stopped it when the user signed in to their account.
Control a browser to fill forms and debug sites
A tutorial describes Scout opening sites, filling forms, clicking, uploading files, extracting page info, and reading console logs and network requests.
Control a fan from sleep position
An AI roommate uses a pose model on a Raspberry Pi to watch the user sleep and presses a remote button to turn the fan on or off.
Control a PC and launch World of Warcraft from your phone
A writer had Claude Code run desktop tasks like Calculator to Notepad and, via Dispatch from his phone, launch Battle.net and log into a World of Warcraft character.
Control and calibrate a robotic hand with OpenClaw
An OpenClaw agent running Claude drove a 16-joint printed hand, checked its actions with a USB camera, calibrated firmware and narrated in Telegram.
Control Gmail, calendar and errands from a chat agent
OpenClaw users manage Gmail and Calendar from Telegram, unsubscribe from emails, get daily briefings, and submit health reimbursements and find doctor appointments.
Control lights and fix automations in Home Assistant via OpenClaw
Dan Malone runs OpenClaw as an always-on Claude agent connected to Home Assistant through ha-mcp, controlling his lights and fixing his automations.
Control robots with generated code and voice commands
Gemini detects objects and writes robot API code, and with 10 in-context demos an ALOHA robot packed boxes and folded a dress; voice commands became robot plans.
Control the home by voice with a local AI
A user set up local AI with voice commands for a home assistant that handles groceries, lights, AC and garden moisture monitoring.
Control your Mac by voice with a Claude-backed assistant
Atticus lets a user speak or type tasks on macOS; simple ones run locally and complex ones go to Claude via claude -p, with successful steps saved for faster replay.
Convert React MUI components to Tailwind with Devin
Lumos used Devin for routine tasks like MUI-to-Tailwind conversion, which went well, and its unit-test feedback loop reduced rewrites.
Coordinate background threads and send admin reminders
A dot managed background threads from one conversation and proactively reminded the user to send documents to an accountant and check on a refund.
Coordinate sub-agents to monitor PRs and fix prod bugs
A Cursor Projects coordinator agent delegates to sub-agents, watches new PRs and production bugs, spins up agents to fix issues, and surfaces questions to the user.
Cover support calls 24/7 with a voice agent
Robin Delta built a voice agent that answers support calls around the clock, resolves tier-1 issues or escalates, and books appointments.
Crawl documentation into clean Markdown for AI agents
The author built a documentation crawler for their AI agents that pulled 60 pages of clean Markdown in 49 seconds.
Create a full music video with lyrics, music and visuals
Alex C. had Hermes Agent write lyrics, produce music stems, generate visuals and add audio effects to make a music video on its own.
Create a marketing plan and deploy it as a website
A marketer had Manus produce a marketing plan with personas and HubSpot CRM steps, then build and deploy it as a website.
Create a presentation on agentic AI in retail
The author had Manus Slides research and build a deck, added a slide mid-run, and fixed some overlapping text after export.
Create a presentation on AI career and salary trends
A tester had ChatGPT Agent build a generative AI careers deck; the result was basic with hard-to-read tables, and the Canva connector was read-only so it couldn't improve it.
Create a subtitled video from one prompt
Agent Mode in Grok Imagine made a 36-second video with matching scenes from different angles, a storyline and subtitles.
Create accounts, buy domains, and deploy without a human
Cloudflare's announcement that agents can now create Cloudflare accounts, buy domains, and deploy.
Create AI notetakers for meetings
A user who moved from n8n to Lindy uses it with Outlook and Slack to create and manage AI notetakers so they no longer take meeting notes by hand.
Create and publish YouTube videos from script to upload
An n8n pipeline writes a script, adds a voiceover and stock footage, assembles the video, uploads it to YouTube and updates a Google Sheet.
Create and read issues from Claude Code via a Tangled MCP server
The author started building an MCP server so Claude Code can create and read issues on Tangled.
Create and schedule social content through Blotato
Cowork with the Blotato connector produces a LinkedIn post with infographic, turns a YouTube video into a carousel, and schedules posts across platforms.
Create assessments and grade papers for classes with ChatGPT
A teacher's co-teacher uses ChatGPT to create assignments and tests, with commenters also using it to grade papers and create texts.
Create bills in QuickBooks from supplier invoices
A commenter uses an AI agent connected to QuickBooks Online, email and Drive to check the books and turn supplier invoices into bills.
Create, schedule and post content across platforms automatically
An n8n system handles content creation, scheduling and cross-platform posting, with a social upload agent posting via Blotato.
Create social media visuals with Canva MCP
The poster tried Canva MCP in Claude Code to produce app marketing visuals and found it a disaster.
Critique blog post drafts for technical errors
A developer built a custom Gemini CLI command that reads a blog draft from disk and critiques it for technical errors, used in an iterative editing loop.
Curate a Mubi watchlist from stated criteria
ChatGPT Agent browsed the Mubi library, picked 10 films matching the user's criteria, gave quick verdicts and added them to the watchlist.
Curate a weekly newsletter from RSS feeds
OpenClaw monitors RSS feeds, scores items, compiles a digest with intros and sends a Telegram preview; the owner approves and it sends.
Curate industry news and draft posts from it
One Zapier agent picks industry news, summarizes it, and logs it to Airtable as memory; a second agent drafts posts from that table.
Customize and order a matcha drink for an event
Grace Ling connected API keys to Claude Cowork, which customized and ordered a coconut cloud matcha drink for an event via the Monid agent integration.
Debloat an Android TV
Rakesh Prakash asked his Hermes agent to debloat his Android TV and it completed the task successfully.
Debug code hands-free by voice with Claude Code
Author built a local speech-to-text and text-to-speech stack hooked to Claude Code via MCP, and used it to debug a WhatsApp integration hands-free while brushing teeth.
Debug frontend UI bugs with a browser agent with Claude in Chrome
A frontend developer pairs Claude in Chrome with Claude Code to open the app, click through it, read the DOM, check console errors and network requests, and fix UI bugs.
Debug low-level cryptography code
Cryptography engineer Filippo Valsorda's write-up on Claude Code debugging low-level crypto.
Debug overnight with a long-running agent
The author leaves Codex CLI running for hours to add debug prints and test hypotheses against a reproducing unit test, often only to find the bug.
Debug prod pods and docker-compose with Cursor
A DevOps engineer uses Cursor with a Kubernetes MCP to pull prod logs and suggest fixes, and to repair a broken docker-compose file.
Debug Windows crash dumps with an AI agent via MCP
ForensicDbg is a post-mortem debugger for native Windows x64/x86 crashes with an MCP server so AI agents can debug from interpreted, interlinked crash data.
Decide between points and cash for every trip
Skills and MCP servers that let Claude Code search award flights across 25+ mileage programs, compare cash fares, and check loyalty balances.
Delegate calendar, inbox and travel booking to a personal work agent
Authors use Cowork or Claude Code to schedule invites, triage email, book flights and hotels, pull Airtable data and scrape exhibitor lists.
Delegate to-do items to AI agents
An agentic to-do list lets agents pick up assigned tasks, mark them in progress, complete them and return them to a review inbox for approval.
Delegate web research from Claude Code to Comet
An MCP server lets Claude Code hand web navigation, login-walled pages and research to Comet while it keeps coding, then returns results.
Deliver a software feature autonomously (partial)
Claude computer use produced 70 files for a planned feature but the code didn't work, so the author went back to manual work.
Deliver scheduled article digests to Telegram with OpenClaw cron jobs
A developer fixed OpenClaw cron jobs that ran without delivering by turning thinking mode off, after which six articles reached Telegram in 30 seconds.
Design a personal website from a markdown spec
The author had Codex CLI read a design spec and iterated on it to design his personal site, and he can reuse the spec on other projects.
Design a Polkadot parachain strategy game concept
An X user spent a day working with Manus on Parachain Conquest, a game mapping Polkadot parachains with cross-chain events.
Design and build a robotic arm with no CAD experience
A builder used Claude Code with FreeCAD and Claude Vision to design, print, and assemble a 5-DOF servo arm with vision and voice control.
Design product labels and produce SDS sheets
A seller used Manus to design product labels, turn customer testimonials into an updated file, and create SDS sheets.
Design UI pages and explainer videos by voice
A user directed Grok Bot by voice to create UI/UX pages for a financial desk, images, animated designs and explainer videos.
Diagnose a check engine light by ordering an OBD2 scanner
An OpenClaw agent told about a check engine light ordered an OBD2 scanner from Amazon, read the results, identified a sensor issue and cleared the light.
Diagnose a killed process on a server with Codex
Codex CLI over SSH found the OOM killer in kernel logs on a 2 GB droplet with no swap and listed fixes by risk without changing anything.
Diagnose a low-energy health issue with an agent
Noah built an agent that suggested which blood work to get and which doctors to see, and says it found the solution four doctors missed.
Diagnose and roll back bad config during outages
Google SREs use Gemini CLI to pull logs, find a bad config push, generate a reverting changelist, and file postmortem action items via MCP.
Diagnose Kubernetes alerts with MCP servers
An n8n agent triggered by Alertmanager queries Kubernetes, Grafana and other MCP servers and posts a diagnostic report with root-cause hypotheses in a Mattermost thread.
Diagnose Swift errors with ChatGPT from symptoms and code with ChatGPT
A Swift developer feeds error symptoms and code to ChatGPT to get a starting lead on the cause, then reviews the code it produces.
Discover room-temperature magnetic semiconductor candidates with agents
Opus 5.5 agents were used to identify two candidate room-temperature magnetic semiconductors, per the post's headline.
Dispute an airline's EU261 delay compensation rejection with Grok Bot
A Grok-based agent checked flight data, argued the crew issue wasn't extraordinary, and sent an approved email, winning €400 before landing.
Dispute an erroneous medical collections bill
A finance bot logged into a healthcare account, found the EOB, spotted a wrong $13K collection bill and faxed a dispute that cleared it.
Dispute contractor pricing and change orders
An AI reviewed a contractor PO, emails and line items and drafted dispute emails, spotting issues the user missed and leading to $20K credited back.
Do bookkeeping and tax prep from a folder of documents
Cowork sorted tax documents, built a bookkeeping spreadsheet, estimated refunds, flagged missed deductions and wrote a briefing for the tax preparer.
Do equity research with Claude Code without coding
A non-engineer keeps research in a folder of plain-text files managed with Obsidian and uses Claude Code for equity research.
Do sales research and compare app to mock-ups
Commenters use Claude in Chrome for sales research and to compare an app against mock-ups across tabs, producing a UX/UI differences document.
Do taxes by selecting the right invoices
The poster says they used GPT Agent for their taxes, reading invoices and picking the right ones.
Dodge car dealership upsells and find gift cards
A user said Muse helped avoid upsells and fees at a car dealership, saving $1,250, and another said it found an unused $200 Verizon gift card.
Draft a film script outline, biography book and business card
A TechRadar writer compared Manus with ChatGPT on script research, a 10,000-word Adobe biography and a business card design.
Draft a refund demand for an unauthorized renewal with ChatGPT
The poster used ChatGPT to write a stronger message to Skillshare after an unauthorized $24 renewal, threatening a dispute and chargeback.
Draft a tax filing from bank statements with Claude Code
A roundup of user reports, including one who had Claude Code draft a tax filing from bank statements and invoices, and another who organized 1,400 screenshots.
Draft and publish blog posts with an SEO-aware agent
An author's OpenClaw agent learns his voice, finds SEO gaps, drafts posts, publishes on his Telegram approval and drafts revision briefs when rankings drop.
Draft and publish LinkedIn posts from voice notes
A bot learned the developer's voice, turned a voice note into a LinkedIn post and published it; the X bot stalled for lack of a token.
Draft and schedule a weekly newsletter
A /newsletter command in Claude Code finds the week's posts, drafts in the author's voice, gets approval, then creates and schedules the broadcast in Kit in about two minutes.
Draft and send an email through Gmail
Comet wrote an SEO email and sent it to the author without asking for review; it arrived with markdown formatting problems.
Draft appeals for denied insurance claims
A built AI system reads a denied claim, pulls the patient's record and drafts a formal appeal letter for human review before sending.
Draft articles quoting Kindle highlights and notes
The author saves Kindle highlights and event notes in Obsidian and has Cursor reference them to quote past reading when drafting articles.
Draft daily niche-news posts for four social platforms
An agent scans niche news, picks a story, writes posts for LinkedIn, X, Instagram and Facebook, makes images, and emails drafts each morning.
Draft email campaigns in Klaviyo
Grok Bot writes campaigns in brand voice, pulls product photos from Dropbox, builds hero art in Figma and drops an editable draft into Klaviyo.
Draft email replies and add calendar invites with Claude
A writer built a scheduled Claude agent using Gmail and Calendar connectors to draft replies and add invites to the calendar.
Draft email replies and LinkedIn posts with n8n workflows
The author built n8n workflows that draft Gmail replies for approval, generate LinkedIn posts from a topic, and extract tasks from emails into Google Tasks or Notion.
Draft follow-up emails automatically when no reply arrives
A user set up a Lindy flow that watches sent emails, waits for a reply, and drafts a follow-up if none comes.
Draft lesson plans and school paperwork for teachers with ChatGPT
A teacher used ChatGPT for lesson plans, reflections, PowerPoints, assessment notifications, and marking, saving hours of planning.
Draft messages, fill web forms and prototype sites by chat
The author messages an OpenClaw agent on WhatsApp to draft messages, fill forms in a browser, and research a topic then build and host an HTML prototype.
Draft newsletters and social posts in your own voice
A marketer built a Cursor workflow that learns from his content and scraped posts to write newsletters, LinkedIn posts and threads from raw notes.
Draft parent-teacher communications with ChatGPT
A teacher says ChatGPT handled all their parent-teacher communications for a month, and they also tried it for lesson planning.
Draft personalized job outreach emails from LinkedIn leads
Pratyush Pandey gave Claude Cowork LinkedIn leads and his resume, and it drafted personalized emails per role and prepared them in Gmail.
Draft personalized outbound, recaps and forecasts for sales
Cursor's internal ChatGTM drafts signal-based outbound messages with personalized landing pages, call recap emails and follow-ups, and assembles the deal forecast.
Draft pull request reviews for you to edit and send
The poster built a review inbox where Claude Code drafts reviews for piled-up PRs and the user can discuss, rewrite or delete findings before sending.
Draft Reddit answers to reach a karma goal
The poster ran Claude Code as an agent to help write Reddit answers, and one answer did most of the work toward their karma goal.
Draft refund emails from a photo and Gmail receipt
Cowork finds the receipt in Gmail, extracts the order number and date, and drafts a refund email for the user to review and send.
Draft replies to podcast listener emails and log story ideas
Blake Oliver's Zapier Central agent watches Gmail for contact-form emails, drafts replies, and copies each original into a Notion database of story ideas.
Draft research by gathering many web sources
A G2 reviewer uses Manus to scrape sites, read images and gather many sources into a summary in the background, but says credits run out fast.
Draft social posts from trending topics for approval
A reviewer tested Lindy's browser-driving Computer Use to check trending topics each weekday, draft three LinkedIn posts in brand voice and send them for approval.