Real things people
did with AI agents.
Every one a real person, a real agent, a real job done. Find the skill that does it.
Run a one-person studio's office work with a bot team
Fourteen Grok Bots handle research, briefs, infra checks and Buffer social queuing; one turned an itch.io comment into merged Amiga fixes in…
Read case →Maintain a home media library and handle personal projects
Commenters say Grok Bot manages a Plex library with backups, deduplication, thumbnails, and collections, and helped build a Tesla HUD displa…
Read case →Monitor socials and flag comments, DMs and mentions worth answering
Agents are given access to social accounts to watch for comments, DMs and mentions and notify the user when one is worth a reply.
Read case →Let Claude drive a Mac to play chess and make notes
A writer gave Claude computer use control of his Mac to play chess and create notes; simple tasks worked, complex ones failed, and usage quo…
Read case →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 Wor…
Read case →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.
Read case →Summarize Reddit threads before writing code
The poster built an MCP server so Claude Code summarizes about 30 Reddit threads in around 10 seconds as research before coding.
Read case →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 befor…
Read case →Migrate WordPress posts to MDX
Claude Code pulled posts from the WordPress REST API and converted them to MDX with frontmatter, migrating 367 posts and 5 pages in one sess…
Read case →Port Claude Code skills to Codex
The author moved 201 Claude Code skills to Codex in an afternoon using a skill inside Claude Code, and reports what transferred and what bro…
Read case →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 da…
Read case →Research Reddit customer pain points with a skill
The author replaced a Reddit research agent with a Codex skill that finds pain points, verifies communities, collects evidence, clusters pro…
Read case →Attempt to build a navigation app (did not finish)
A poster tried to build a navigation app with Manus but spent a month of credits and over 8 hours without a working app.
Read case →Survey AI product names with a swarm of search agents
The author had a swarm of Claude agents run 4,654 searches to catalog AI bot names and analyze naming trends by gender, industry and year.
Read case →Pull Substack post stats via computer use
Charlie Hills has Codex Computer Use open his Substack dashboard and collect figures for every published post, for apps lacking MCP connecto…
Read case →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-…
Read case →Phone a restaurant in Thai to book a table
Grok Bot phoned a Michelin restaurant in Thailand, spoke Thai, navigated the phone menu, and asked them to hold the seat while a deposit was…
Read case →Audit cleaning-company sites for AI crawler access
An agent used MCP tools to read robots.txt rules for 14 AI crawlers and check 8 page tags on 18 cleaning-company sites; 9 returned their hom…
Read case →Check a domain's email records and fix missing DMARC
An agent ran a mail check on its own domain, found no DMARC record, and after one TXT record was added the score rose from 80 to 96.
Read case →Measure how long jobs stay open at tech companies
An agent read 25 open jobs each at five companies and measured how long each had been posted, e.g. 21 of 25 at Figma were 60+ days old.
Read case →Track daily price and stock changes on Shopify stores
An agent reads a Shopify store's public product feed daily and reports new, removed, price and stock changes, e.g. 692 products at allbirds.…
Read case →Produce a finished music release from one chat
Claude Code wrote lyrics, generated and mastered the song, made cover art and a 10-second video via an MCP connector in about 6 minutes; cli…
Read case →Run data cleaning to executive summary with agent pipeline
Built five Claude Code agents (cleaner, analyzer, visualizer, report writer, summarizer) chained by an orchestrator for end-to-end data anal…
Read case →Clear Gmail spam folder with a browser agent
A reviewer had Comet clear their Gmail spam folder, which worked; adding recipe ingredients to an Instacart cart struggled.
Read case →Run a live Kalshi prediction-market account autonomously
An agent using Claude Code traded a $20 Kalshi account for nine days under supervision, earning $20.30 in incentive payouts against $36.06 i…
Read case →Patch annoying software behavior by pointing an agent at it
Author had an agent debug a Hyper-V vmconnect fullscreen bug with a hook system, and pointed Codex at the Codex app to add features.
Read case →Build presentations and spreadsheets from web research
A user had Agent Mode build a presentation, draft an eBook and turn web research into spreadsheets; the author said the design was not award…
Read case →Save the best local restaurants as a Google Maps list
Before a vacation, ChatGPT agent picked 10 restaurants, paused for his Google login, then saved a Maps list with signature-dish notes in abo…
Read case →Search venue sites for concerts to attend
The author had Operator look for classical concerts in Berlin; it returned a result after 15 minutes but struggled to navigate, and product …
Read case →Run web research jobs and capture screenshots into a doc
A reviewer tested Operator on analyzing web-design posts, summarizing AI news, listing website builders with prices and screenshotting sites…
Read case →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.
Read case →Run cron agents for inbox, research and site audits
The author runs two OpenClaw agents with 12 cron jobs covering inbox scanning, article indexing, research digests, Search Console analysis, …
Read case →Track sleep, notes, code and earthquakes with a personal agent
An OpenClaw agent with access to Garmin, Obsidian, GitHub, a VPS and chat apps logs sleep, warns about late nights, deploys code, updates no…
Read case →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 HT…
Read case →Score job postings against your fit from LinkedIn
A Claude Chrome extension Shortcut reads an open LinkedIn job posting and produces a scored fit report without copy-pasting.
Read case →Manage calendar and email with an agent
The poster gave an agent calendar and email access for two weeks; it handled much but sent a reply unapproved, double-booked on a timezone e…
Read case →Book appointments and send emails and messages
The poster had ChatGPT agent book appointments and send emails and messages to their boss, pausing for them to sign into email.
Read case →Buy products online from a card photo
Musk said Grok Bot bought LEGO from the LEGO website, and that users can drop a credit card photo into chat so it finds the best deal and or…
Read case →Run overnight memecoin checks and alerts
Grok Bot ran a taught 4-minute memecoin check 3,140 times overnight across several sites, wrote reports, and generated 160 alerts; the user …
Read case →Book flights, hotel and rental car
Grok Bot booked flights, a hotel and a rental car as part of handling the user's life admin, alongside email management.
Read case →Send daily AI news research reports
Grok Bot reads X and AI news every few hours, checks sourced figures, and sends five written research reports a day.
Read case →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 Klavi…
Read case →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.
Read case →Build a Rust game engine with spawned agents
OnXStephen had Grok Bot spawn agents that built a Rust game engine with .NET scripting, multi-threading, weather, lighting, and hot reloadin…
Read case →Find buyer-intent leads and research them for outreach
One bot spots buyer-intent signals and a second judges each opportunity and finds contacts, feeding a list for human email outreach.
Read case →Let the bot email customers from your own domain
The poster set up a custom-domain mailbox as an MCP connector for Grok Bot, plus a webhook so new mail triggers an automation.
Read case →Build an email inbox app for the bot's address
Grok Bot built and deployed a mail-style inbox app on Vercel in 23 minutes, with database and sync, and sent back the link and password.
Read case →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 clear…
Read case →Build and launch a landing page with a Google Ads campaign
OpenClaw built and shipped a live landing page, wired lead capture with duplicate protection, set up a geo-targeted Google Ads campaign and …
Read case →Build an explorable 3D starship with agents
A hobbyist used agents to design multiple decks of an Excelsior-class starship as a 3D explorable model and to write personalized fanfic pro…
Read case →Manage NixOS server configs with Claude Code
The author uses Claude Code to maintain the NixOS config repo for their self-hosted machines, blocked from running nixos-rebuild switch and …
Read case →Answer Shopify order-status emails and fix issues overnight
An agent reads customer emails about orders, pulls real order details, and resolves issues automatically for a Shopify store.
Read case →Screen job listings daily against resume and salary data
A laid-off job seeker runs an agent each morning that reviews LinkedIn, cross-references levels.fyi leveling and salary, and assesses fit to…
Read case →Apply to jobs automatically and schedule calls
Muse applied to 60+ jobs with updated resumes and cover letters, scheduled calls, and created prep files, reaching interview rounds.
Read case →Find flight info and book an Uber
Grok Bot found flight information and booked an Uber ride for the user based on their travel details.
Read case →Buy a sell-out Hyrox event ticket
Grok Bot bought a Hyrox event ticket for the user before it sold out.
Read case →Run a customer support company end to end
Grok handled live chat, email, tickets, refunds, knowledge base, QA, reporting and escalations for an 8-person support company, per the auth…
Read case →Run coding agents like a medical team to fix bugs
Over five months, the author treated bugs like patients and organized coding agents as a hospital-style team to diagnose and fix them.
Read case →Migrate a password reset flow to modern libraries
A developer had Claude Code migrate a legacy web app's password reset flow; it needed close supervision, drifted off task, and ended up slow…
Read case →Build a 3D Blender model from a concept image
The author pasted a concept image of a Fabergé egg and had a coding agent use a local Blender skill to create a Blender model of it.
Read case →Run a personal Matrix-based assistant agent with email access
The author built a small Claw-like agent loop on Kimi and GLM5 that reads email read-only, messages via a self-hosted Matrix server, keeps m…
Read case →Let agents build recipe viewer URLs
The author gives agents a skill file and docs so they generate recipe URLs for a recipe viewer, working even in permission-limited agents li…
Read case →Run an AI agent on a Nokia 110 feature phone
Author reverse-engineered a 48MB-RAM Nokia 110 to run an AI agent on it and automate a few actions.
Read case →Buy movie tickets and set reminders from your calendar
A custom Meta Muse skill checks the calendar, confirms movie times and seats, buys tickets, adds the booking to the calendar, and sends a tr…
Read case →Reconcile orders, draft invoices, and order laptops nightly
ChatGPT pulls completed orders, checks them against the CRM, drafts invoices, logs deals in Sheets, and ordered two laptops from Apple and a…
Read case →Process a sales order from verification to client email draft
Grok Bot logged a sales order, checked the PI against the PO and bank slip, fixed a deposit date error, built a commission register and pack…
Read case →Make music videos, portfolio sites and sorting scripts
A creator used Grok Bot for a full music video, a prompt engine, portfolio site code, scripts to sort 158 AI images and videos, and a career…
Read case →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, removin…
Read case →Set tax and contract reminders and review contracts
Karina Chow had Claude Cowork set email reminders for quarterly tax deadlines, contract end dates, and state law changes, and help with cont…
Read case →Generate and send invoice PDFs for approval
An AI skill prepares an invoice PDF for work or reimbursements and emails it to the user, then sends it once he replies yes or with correcti…
Read case →Run an online store's inventory, listings and photos
An agent takes a weekly inventory spreadsheet, updates prices and stock, writes original listings, redraws photos as studio shots, and holds…
Read case →Compare and book a hotel online
Grok Bot compared hotel options and completed the booking purchase online, saving the user money.
Read case →Block spam and deliver morning briefings
Grok Bot blocks spam in email, LinkedIn and calendar invites, sends morning updates on critical items, and keeps working on a business launc…
Read case →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.
Read case →Orchestrate video generation from the command line
Grok was connected to an agent via CLI to generate Imagine clips, assemble the video and add music and effects.
Read case →Run an 11-agent team for trading prep
A trader runs 11 Grok Bot agents, each with one job and a scope document, with a Red Team agent that must approve a trade first.
Read case →Schedule 60 short videos in YouTube Studio
Claude via the Chrome extension scheduled 60 generated short videos in YouTube Studio after suggesting the task itself.
Read case →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 …
Read case →Hand off coding sessions between agent accounts at usage limits
A developer built an app that tracks usage across multiple Codex and Claude Code accounts and auto-hands-off conversations when one hits its…
Read case →Investigate market moves and alerts with an agent on your charts
OpenChart lets Claude or Codex annotate chart setups, write indicators, and investigate price alerts, saving research to a local workspace.
Read case →Hand everyday errands to a local agent
A commenter lists tasks given to a trusted local agent: planning flights and hotels, converting music, finding DRM-free ebooks, designing 3D…
Read case →Compile and filter apartment listings
A renter used Claude and ChatGPT to compile property-management sites and filter listings; results were decent but included some out-of-para…
Read case →Hunt jobs, tailor resumes and apply automatically
An agent called Resume finds and ranks jobs around schedule and pay wants, drafts tailored resumes and submits applications; the author repo…
Read case →Schedule meetings by email from forwarded requests
A user built an AI scheduling assistant that takes forwarded emails, coordinates times with recipients by email, and adds Zoom links to the …
Read case →Manage rentals and arrange apartment tours with Claude
A property manager's team uses Claude in Chrome for routine management work, with a database so the AI can answer questions and check schedu…
Read case →Buy a microwave from Costco
A user had Meta Muse buy a microwave from Costco.
Read case →Reply to cold emails and book sales calls
Grok Bot answered cold email replies, qualified leads, checked calendar slots, booked 20 sales calls in 8 days, and updated the CRM within g…
Read case →Monitor PC memory and ask before closing apps
Grok Bot noticed high RAM use from 22 Python processes, texted a breakdown, and asked permission before closing applications.
Read case →Chase unquoted leads and book callbacks
The agent watches the inbox or CRM, follows up on unquoted leads after 24 hours, and books callbacks.
Read case →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 i…
Read case →Plan meals and place grocery orders from a Google Doc
Claude and Muse handle meal planning, pantry inventory and recipe tracking, then Muse reads a Google Doc and places the grocery order in a b…
Read case →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.
Read case →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.
Read case →Restyle a pull request to match repo house style
A developer asked Claude to update a PR to the repo's house style, but it only rewrote comments to be lowercase and less useful, making no c…
Read case →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.
Read case →Write Playwright tests with Playwright MCP and Claude Code
A walkthrough of using Playwright MCP with Claude Code to generate Playwright tests in minutes.
Read case →Track pantry stock from receipts and buy groceries
A custom AI system reads receipts, estimates kitchen stock, checks grocery store availability and prices, buys groceries, and suggests recip…
Read case →Run a nutrition bot for meal decisions and calorie logging
Zack built health agents, including a nutrition bot for his mom that handles meal decisions and calorie logging to support her weight loss.
Read case →Answer customer questions and escalate to humans
Built an agent that answers product and pricing questions, handles follow-ups, gives payment details, notifies admins of payment proof and h…
Read case →Run a client's Facebook ad account
An AI agent handles setup, optimization and performance for a client's Facebook ad account, which the poster says beats his manual work.
Read case →Book a private chef and plan a ski holiday
ChatGPT found chefs, emailed for quotes and availability, handled replies and tracked missing info, and researched ski locations and transfe…
Read case →Build game architecture and animation merging with Codex
A commenter had Codex do fundamental architecture work for their game, reading engine docs and implementing better animation merging.
Read case →Get status match and upgrade certificates, then book flight
John's Dot found a status match, got four move-to-lie-flat seat certificates, filled the forms, confirmed by email, read the terms and booke…
Read case →Negotiate a lower fiber bill with AT&T chat
Meta Muse negotiated with AT&T support chat to cut a fiber plan from $85.94 to $60/mo while keeping the bundle discount and no contract.
Read case →Answer real estate calls with a voice agent
A builder made an ElevenLabs and n8n voice agent for a real estate firm that answers calls, collects budget and location, and feeds an autom…
Read case →Monitor construction project risk and alert the lead
A builder made an n8n and Gemini watchdog that checks schedules, budgets, procurement, labor, weather and site reports, finds the main bottl…
Read case →Add travel bookings from email to calendar
The author runs Claude Code from a fixed folder with saved scripts to process new travel booking emails into their calendar.
Read case →Audit a feature's issues and hand them to an engineer's agent
An AI agent listed all issues with a feature and sent them to an engineer, whose own agent then addressed most of them automatically.
Read case →Run a D&D dungeon crawl with an AI dungeon master
A browser D&D 5e dungeon crawl where an AI dungeon master runs the game for a three-character party without inventing rules.
Read case →Dispute an airline's EU261 delay compensation rejection
A Grok-based agent checked flight data, argued the crew issue wasn't extraordinary, and sent an approved email, winning €400 before landing.
Read case →Investigate papers overnight with a bot research team
Grok Bot roles read new papers and extract claims, rerun analyses, and scan sources, working overnight to produce briefs.
Read case →Run a multi-bot team that opens draft PRs
A Grok setup of research, classifier, builder, tester, reviewer, and security bots maps repos, makes minimal changes, runs tests and lint, a…
Read case →Lower an internet bill and file expense reports
Commenters say Grok Bot negotiated a Spectrum rate down by $20 a month via chat and handles expense reports from photos sent to a Clerk Bot.
Read case →Rebook a delayed flight connection mid-flight
OpenAI's Dot chatted with Alaska, Delta and KLM, found a new route and rebooked Denis for free after he approved, while he was still on the …
Read case →Fix wrong-day flight reservations between bots
Ron's speaking-gig bot noticed flights on the wrong days and, with his permission, had his travel bot fix them and reschedule everything.
Read case →Summarize school emails for parents
A Grok bot reads kids' school emails nightly and reports what to pack, wear, sign or pay for, flagging deadlines and sign-ups.
Read case →Plan a birthday day with an AI assistant
A co-founder's AI assistant planned his birthday: gathered coworker stories, organized the day, booked dinner and ordered a cake.
Read case →Generate a daily personalized trading research report from brokerage data
Lonnie VanZandt's Claude-based assistant reads his Schwab positions and watchlist via MCP, sweeps news and Fed sources, and writes a daily r…
Read case →Consolidate bank statements into a spending dashboard with Claude
Miles Deutscher reportedly uses Claude to merge monthly bank statements into a dashboard, visualize spending, compute metrics and analyze po…
Read case →Build profit/loss statements for rental properties
Meta Muse logged into property software and built profit/loss statements for every rental property.
Read case →Research on X, summarize YouTube transcripts, build decks
@Tape_Vector uses Comet for X research, summarizing YouTube video transcripts and building presentations.
Read case →Fix and resubmit a rejected app remotely
MaakCode had a dot investigate a rejected app submission, fix the issue, test, open a PR and resubmit.
Read case →Review Slack channels for business issues
Lindy reviewed Slack activity across sales, support, inventory and reviews for a clothing business and returned a report on demand, support …
Read case →Recreate a video ad as a JavaScript animation
The author had Claude recreate a downloaded ad video as a pure JavaScript animation with the original audio, working autonomously with ffmpe…
Read case →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.
Read case →Regrade assignments and update grades in Brightspace
A professor had an agent regrade TA-graded assignments, verify answers with Claude, and revise grades and feedback in Brightspace, catching …
Read case →Run work scripts in Cowork on staged documents
A user runs Claude Cowork on a headless machine, staging cloned documents so it can run the scripts and programs needed for work.
Read case →Manage files in a chosen folder with an agent
The author built an open-source desktop agent that works inside a chosen folder, reading and writing files and asking before changing anythi…
Read case →Generate LEGO CAD models in LDraw with AI agents
A toolset and docs let ChatGPT and Claude agents write LDraw source files that become LEGO CAD models, packaged as a dockerized web app.
Read case →Add agentic forgetting to an agent's memory
Someone implemented a rudimentary version of Tim Kellogg's agentic forgetting approach and reports it works impressively even in its simples…
Read case →Run ten business tasks through an always-on agent
A reviewer tested Dots on product research, publishing a webpage, content planning and scheduled jobs; inbox triage and follow-ups needed su…
Read case →Triage P2 bugs into draft PRs with demo videos
A Dot connected to GitHub and Slack watches #bugs, scopes and tests a fix in a cloud environment, and opens a draft PR with a short demo vid…
Read case →Fill out a long GP form
An agent filled out a long GP form, which led to a doctor call and tests being booked automatically.
Read case →Run bookkeeping and receipt matching in QuickBooks
A user wired AI into QuickBooks, SharePoint and email to attach receipts, forward invoices for checks, add vendors and request W-9s, replaci…
Read case →File insurance claims for overcharges
Tarun told an agent to file all the claims after finding overcharges and has received $200 back so far.
Read case →Shop for a shirt and place the order
An AI agent compared six brands on sizing, return policies, and shipping minimums, found the nearest store, picked a size, and ordered a whi…
Read case →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.
Read case →Plan vacations, handle visas and make bookings
Uses AI to plan vacations, handle visas and do all the bookings; the post also mentions AI filtering dating outreach.
Read case →Call and email leads with a self-provisioned phone number
An AI agent gave itself a phone number, found fitting leads, called and emailed them, followed up and reported results.
Read case →Automate payroll tax and garnishment cheque processing
A payroll team built an agent to process tax and garnishment cheques, building missing tools when it hit a system limitation.
Read case →Rebuild a math curriculum into a one-year plan with materials
Claude restructured an accelerated math curriculum into one year, writing tests, games, worksheets, a schedule, and a hosted site integrated…
Read case →Complete an online survey end to end
The poster says Muse navigated a survey, solved a captcha and submitted a response with no human intervention.
Read case →Tell Indian citizens which government schemes they're owed
An agent built on Sanity queries real content to tell people in India which government schemes they are entitled to.
Read case →Let agents phone restaurants to book tables
Jake built a tool that lets agents like Claude or ChatGPT make phone calls to book tables, handling callback numbers mid-call.
Read case →Book a restaurant with a cloud-computer agent
OpenAI's Dots agent, running on its own cloud computer, booked a restaurant on its own, though it was slow and required ChatGPT Pro.
Read case →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 credit…
Read case →Audit and rebuild a store's email automations
Muse audited a shoe store's Klaviyo flows, removed duplicates, rebuilt templates and enabled sales tracking, with approval needed to publish…
Read case →Run a commercial real estate business with an AI agent
Drew McAllister's agent flagged counteroffers by text, built owner follow-up lists, tracked bids, drafted emails, read lease redlines and fl…
Read case →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.
Read case →Run a shared team agent for calls, approvals and tasks
Nikki set up a shared Hermes Agent for a startup team that pulls call context, handles approvals and creates tasks using shared Obsidian kno…
Read case →Build data analysis reports and dashboards with a coding agent
A toolkit gives a coding agent a semantic layer and dashboard files so it can query data warehouses and publish in-depth reports and visuali…
Read case →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.
Read case →Record meetings and suggest answers live from uploaded files
An open-source Mac recorder transcribes calls and, using the user's uploaded files, suggests answers when it hears questions.
Read case →Plan a trip and book flight, hotel and shuttle with an always-on agent
A user had Dots plan a trip and remind them to book the shuttle; the agent filled booking forms but kept asking for confirmation and wouldn'…
Read case →Fix a booking made on the wrong date
Dot spotted that David had booked Paris to Barcelona on the wrong date for an upcoming Europe trip and changed the booking to the right date…
Read case →Plan and book a short-notice work trip
Grok Bot researched flights and booked the one Vince picked, though he had to take over the computer to fill in data and found it harder tha…
Read case →Plan a birthday evening with dinner and a comedy show
Muse agent planned a wife's birthday evening, booking dinner and buying two tickets with permission after refining location details.
Read case →Let terminal agents make phone calls
A CLI tool built on Twilio gives terminal agents a voice to make calls, with a dashboard for questions they can't answer.
Read case →Research crypto assets and execute swaps and perps trades
The Midas Markets agent researches assets, analyzes portfolios and PnL, finds tokens by momentum, and executes swaps and perp positions on H…
Read case →Collect shower glass supplier quotes by email
OpenClaw emailed shower glass suppliers, collated responses, and handled the back-and-forth in a chat thread.
Read case →File a trademark application with the USPTO
Claude Cowork walked through each step and filled out the paperwork for a trademark that received final USPTO approval.
Read case →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-te…
Read case →Set up overseas supplier payments for review
An approved agent checks balances across accounts and prepares supplier payment details for review, within user-set rules.
Read case →Triage email, cancel subscriptions and manage calendars
A Grok Bot assistant triages multiple inboxes, drafts and sends replies, cancels unused subscriptions, and manages calendars with reminders …
Read case →Find unclaimed money and start the claim
Meta's Muse agent found over $1,500 in unclaimed funds in about five minutes and helped fill out paperwork; the claim was filed but unpaid.
Read case →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 wi…
Read case →Negotiate hotel rooms by phone call
An AI assistant called a hotel in Japan and negotiated the same two rooms for all five nights; the user listened to the recording afterward.
Read case →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 approva…
Read case →Answer home-service customer calls and text the owner
A voice agent answers calls for home-service businesses, records caller details and request, and texts the owner a status.
Read case →Teach students with assessments, custom lessons and reassessment
Hugh Shbalz trained an agent to give standardized assessments, write lessons to fill gaps, then reassess mastery of core concepts.
Read case →Rebook after a flight cancellation
ChatGPT Work mode found replacement flights, arranged a rental car, and consolidated the new travel arrangements after a cancellation.
Read case →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 r…
Read case →Build a WordPress marketing site from Figma overnight
bnistordev connected Devin to a Figma file via MCP and had it build an entire WordPress marketing site overnight.
Read case →Let agents edit Word documents via MCP
An MCP lets AI agents edit Word documents, handling the OOXML mechanics, originally built for pharma regulatory document editing.
Read case →Build e-ink fridge shopping list firmware
Claude Code wrote ~2,400 lines of C++ firmware for an ESP32 e-ink fridge magnet shopping list synced with a phone web app, now used by the f…
Read case →Give an AI its own inbox to act as personal assistant
The poster set up a separate inbox the AI monitors and acts on, adding calendar reminders and turning text reminders into tasks.
Read case →Book accommodation up to payment stage
An agent opened the TTD website for Tirupati, picked options, entered details and took the booking to the payment stage without human clicki…
Read case →Chase an airline refund dispute
An agent sent firm follow-ups every 48 hours, built a paper trail and prepped a regulator grievance; the $1,200 flight refund was processed …
Read case →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.
Read case →Fight a mattress warranty claim by email
A user's agent emailed back and forth with the mattress company's agent, citing laws and pushing aggressively, to resolve a warranty claim.
Read case →Find discounted bank-owned homes and list them as midterm rentals
MidtermMate agent finds discounted bank-owned homes in a region, estimates local rents, and helps list them as midterm rentals, shown in a v…
Read case →Fix Shopify SEO and find ad waste with a Claude agent
A Claude-based agent analyzed a Shopify store, fixed SEO issues raising the score to 95, found ad waste, tested ideas and checked AI visibil…
Read case →Resolve a declined flight payment from email
With email access, Meta Muse spotted a declined flight payment, found the new debit card email, confirmed payment, and added the flight to t…
Read case →Run inbox, drafts, meetings, and purchases
Meta Muse reads the inbox, drafts emails, sends meeting pings, and shops via Stripe with approval required before purchases.
Read case →Book a kid's dental checkup by phone agent
The poster tested eight AI phone-call agents on calling a dentist to book a checkup within constraints like weekdays only and after 3pm.
Read case →Summarize the day's new emails and manage meetings
A user asked an AI assistant to summarize emails received that day and got a summary in under 30 seconds; it also handles meeting summaries,…
Read case →Qualify website visitors and book calls automatically
A builder made an n8n booking agent that chats with website visitors, qualifies them, and books call slots around the clock without humans.
Read case →Analyze your chess games into commented videos
A Claude Code skill uses Claude vision plus Stockfish and your audio notes to turn a Lichess game into a commented video analysis.
Read case →Run a coding agent on a live Excalidraw canvas
Drawgent is a coding agent that works on a live Excalidraw canvas.
Read case →Catch cloud outage risks before they happen
An autonomous ReAct agent that queries real data to stop cloud outages before they occur, built for the Sanity Challenge.
Read case →Clean inbox, chase refund, and book HVAC tune-up
Meta Muse deleted 20k+ old Hotmail emails, chased a missing refund via ISP support chat, and scheduled an HVAC tune-up from maintenance hist…
Read case →Optimize CUDA kernels with agents that benchmark and profile
AI agents run a C++ CUDA test harness, get benchmarks, and profile with Nsight to optimize kernels, built with LangGraph.
Read case →Find forgotten money and negotiate insurance refunds
Users had personal agents like Meta's Muse search state databases for forgotten money and negotiate an insurance cancellation refund, recove…
Read case →Manage X follows and unfollows
@keyrunnftart used Comet to unfollow accounts and follow others back on X.
Read case →Monitor competitor marketplace prices
The poster uses Grok Bot to check competitor listings and product prices over time, though CAPTCHAs block it on some sites.
Read case →Give a coding agent a world-facing client for a game
The author uses a coding agent to build the game Overlands and is giving it access to the world through a dedicated agent client, where it c…
Read case →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, interli…
Read case →Scan thrift store items and flag good deals
An agent processes video frames from a thrift store, looks up online prices for items, and alerts the user to good deals.
Read case →Shop for umbrella insurance through your personal agent
Personal AI agents use Coverage Cat's Agent API/MCP to size umbrella coverage and compare carrier options with price ranges, backed by a lic…
Read case →Make auditable rule-based decisions with RAG-written explanations
A Rete rule engine decides loans, fraud and triage cases, then RAG over policy documents has an LLM explain the verdict, with an MCP server …
Read case →Speed up Rust code by having agents iteratively optimize it
The post covers asking coding agents to make Rust code faster through repeated iteration.
Read case →Call a dental insurer on your behalf
Meta's AI agent phoned a dental insurer, gave the member ID, answered a security question and waited on hold before transferring the user to…
Read case →Email car brands without web apps and build them one
@JerryJenasom had Manus find car brands lacking a web app and email them; brands replied and he then built a web app for them.
Read case →Collate school homework and due dates into a child's calendar
A parent had Meta Muse log into the school information system via its credential vault, gather homework and due dates, and add calendar entr…
Read case →Order Starbucks by voice from a Tesla while driving
A user had Grok Bot in a Tesla place a Starbucks order, confirming the drink and total by voice before ordering.
Read case →Catch intent conflicts between parallel coding agents
Agents publish planned changes before editing so conflicting architecture changes across parallel worktrees get flagged before code is writt…
Read case →Triage a founder's inbox with Claude Code and Gmail MCP
A team connected a Gmail MCP server so Claude Code reads the inbox, labels messages and drafts replies, plus calendar prep and reports.
Read case →Plan a road trip with Claude Cowork
The poster used Claude for the entire planning of a trip to National Harbor, MD, with it acting like a knowledgeable companion on routes.
Read case →Book restaurants and a hotel dinner in Japanese
Muse booked every restaurant for a Japan trip and went back and forth in Japanese with the Hakone hotel to secure a dinner slot not on the w…
Read case →List a Quest 3 and negotiate with buyers
Meta Muse listed a Meta Quest 3 on Facebook Marketplace and was instructed to negotiate with buyers using a floor price and push strategy.
Read case →Build and submit a family quest app to the App Store
A user built Kogoto Quest, which turns family reminders into quests, with Replit Agent and submitted it for App Store review.
Read case →Replace token-heavy Jira and GitLab MCPs with CLI skills
The author had Claude run --help on Atlassian and GitLab CLIs, saved the actions as Markdown, and built lightweight agent plugins that cut t…
Read case →Run sandboxed Claude Code fleet sharing files via MCP
A developer runs a fleet of sandboxed Claude Code instances that share files through MCP tools on a virtual filesystem, with an orchestrator…
Read case →Track competitor prices weekly across five sites
An agent opens five brand sites every Monday, compares against last week's snapshot, captures timestamped screenshots of changes, and sends …
Read case →Port the Copilot runtime to Rust agentically
Microsoft reportedly used agents to port its Copilot runtime to Rust for $120K, according to the headline.
Read case →Ship a product in 72 hours with a bot team
Three SpaceX engineers used a Grok Bot team to go from an empty repo to a product with 433 PRs, with agents reproducing bugs and merging aut…
Read case →Sync family calendars by generating and emailing invites
The poster has Grok Bot generate .ics invites and email them for approval, and is giving it an iCloud account to reach the family calendar.
Read case →Run a personal assistant that handles repo issues and groceries
The author uses an oh-my-py agent setup as a personal assistant: it opens repo issues, has another agent ship code and run tests, and orders…
Read case →Plan a family Christmas trip and book flights
The user has Muse handle budgeting and fitness goals, and it booked Southwest flights and planned the whole family Christmas trip.
Read case →Build a paid ad campaign from scraped brand and competitor data
An agent scraped a jewelry brand's site for SKUs and social media for buying patterns, analyzed competitor ads, and generated a paid campaig…
Read case →Apply for jobs and turn notes into coding prompts
Commenters describe a Grok Bot that searches and applies for jobs using a supplied resume, and another that rewrites shorthand notes into pr…
Read case →Generate parametric geometry workflows with an agent
GrassLobster uses agentic AI to generate parametric geometry workflows.
Read case →Run a business assistant that resumes project work
Poster linked a ChatGPT-based assistant to OpenClaw on an old Mac to resume project work, but it keeps forgetting the app's business goals a…
Read case →Get Microsoft Office running on Linux via Wine
Claude Code did most of the work to make desktop Office 365 run under Wine on Linux without virtualization, packaged as a Nix flake.
Read case →Test how well coding agents can onboard to your product
ax-check.com runs coding agents in sandboxes to try onboarding to a product, then returns a scorecard, suggested fixes, and full session tra…
Read case →Process and query email across providers via MCP agents
A developer built an email intelligence product using agents and MCP, running on open-source models, that lets LLMs query Gmail and Outlook …
Read case →Reconcile industry files and chase clarifications with agents
An agent workflow ingests a complex industry file, loads it into a database, spawns agents to check it against work in flight, and contacts …
Read case →Run background agents with an email-style approval inbox
A self-hosted desktop app runs background agents, with finished work in Unread and approvals in Action; it began as automating CRM activity …
Read case →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.
Read case →Book flights with seat selection and traveler numbers
Muse booked flights for Cyrus and his wife end to end on Amex Travel, including seat selection plus loyalty and TSA numbers.
Read case →Organize a Friday night with friends
The Instinct agent coordinated with friends' agents, picked food, drinks and a movie, synced timing, placed the order and added it to the ca…
Read case →Appeal a denied travel insurance claim
The poster used Gemini during the appeal of a rejected travel insurance claim and says the appeal succeeded.
Read case →Pay bills, clear inbox, and order groceries
A Muse agent called Scout reportedly paid bills, cleared the inbox, and ordered groceries for its user.
Read case →Run a company autonomously
Andon Labs on why they built Pion, an agent designed to run any company on its own.
Read case →Try to book a Warsaw to London trip with Claude
The poster tried to have Claude fully book flights and hotel via Expedia and Kiwi connectors, found them poor, and ended up building a trave…
Read case →Build small custom agents such as one in a music player
The author writes lots of little agents, for instance inside their music player, noting they are trivial as code.
Read case →Run research workflows with specialized bot agents
A setup of 10 specialized Grok Bot agents includes a Research agent that finds sources and data and a Deep Research agent that compares sour…
Read case →Order family groceries from fridge contents
A parent has Grok Bot check a connected Samsung fridge and order groceries twice a week, hunting discounts, applying codes, and handling pic…
Read case →Build a personal assistant for email, briefings and planning
Marc Bara added 50+ capabilities to Hermes Agent over 15 days, including email triage, briefings, calendar planning and an MCP link to his i…
Read case →Add 61 kid-friendly mini-games to an app
Two users had Replit Agent autonomously add 61 child-friendly, ad-free mini-games to their game vault, growing it from 40 to 101.
Read case →Give coding agents compiler-accurate Find Usages for C#
Graphify C# lets coding agents find symbol usages in C# codebases with compiler-level accuracy.
Read case →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.
Read case →Run bots for property sheets and client email replies
A user runs several Grok Bot agents: one updates a Google Drive sheet of properties, one replies to clients in their email tone, and one bui…
Read case →Run an AI software factory that opens, reviews, and merges PRs
A guide to building agents that open, review, and merge pull requests.
Read case →Get a billing dispute refunded by a support agent
A customer disputed an incorrect Vercel bill and the company's support AI agent produced and offered a refund on its own.
Read case →Monitor investing news and produce morning macro summaries
SouthernValue95's Meta Muse agent Alfred monitors X investing topics, transcribes podcasts, tracks news and regulation for watchlist names, …
Read case →Order lunch through an AI agent
Abhishek Upadhya had an AI agent order his lunch, giving it his CVV and OTP, and the food arrived without further intervention.
Read case →Run a fleet of engineer bots that fix CI and ship PRs
A SpaceXAI engineer runs five specialized Grok bots that launch cloud agents, fix failing CI and security issues, trigger reviews, and ship …
Read case →Run business development and sourcing bots on email and Teams
The author runs multiple Grok Bot agents connected to Microsoft email and Teams accounts, including two BD agents and one sourcing agent.
Read case →Code in the terminal with an agent
The poster uses Grok as a terminal coding agent that reads, edits, runs tools and spawns sub-agents.
Read case →Run company departments with persistent self-hosted agents
A self-hosted company OS runs Claude Code and Codex agents per department, with memory, schedules, phone calls via Twilio, and document/vide…
Read case →Find airline food-fee reimbursement emails buried in the inbox
A user asked Meta's Muse agent to handle an unresolved SAS refund; it dug through airline emails and found the food fees had already been re…
Read case →Add handwritten appointments to calendar and file PDFs
A commenter describes a self-built agent that OCRs a photo of a handwritten appointment into their calendar, searches the web, and files an …
Read case →Run Monte Carlo simulations on a retirement portfolio
Poster used Claude to rebuild their retirement portfolio and test sequence-of-returns risk by inserting past bear markets into growth paths.
Read case →Audit your posting history for unkept promises
An agent was given the author's social posting history and found a promise the author had never actually made.
Read case →Pair-program with LLMs on personal projects
The author uses Claude web and Jules (Gemini with GitHub integration) as pair-programming partners, navigating while coding locally and subm…
Read case →Run personal errands like flowers and date nights
Marshall Haas used Meta's Muse agent for personal tasks, including buying flowers and booking date nights.
Read case →Route Linear tickets to PRs across multiple repos
A developer sends tasks via Telegram/OpenClaw into Linear, where Cyrus routes each to the right repo and model and opens PRs for review.
Read case →Run multi-agent LLM financial trading analysis
A framework of multiple LLM agents that collaborate on financial trading decisions.
Read case →Give agents a multi-engine math kernel via MCP
MathKernel is an evidence-aware multi-engine mathematics kernel exposed as an MCP server for agents to use.
Read case →Take ideas to implementation with a planning-command pipeline
A solo SaaS founder uses a custom five-command agent flow (intent, impact analysis, planning, execution, review) with lint guardrails to shi…
Read case →Give coding agents git-native persistent memory
A tool that stores persistent memory for AI coding agents in git so context carries across sessions.
Read case →Book a flight from your phone
Tom booked a flight with ChatGPT Work on mobile; it asked for personal details, then opened a remote browser session for payment details.
Read case →Phone local stores to check product stock
A Grok-based personal assistant used Bland.ai to call local stores, hold conversations about stock, and return full transcripts with availab…
Read case →Build a custom agent to search Cyprus villa rentals
Marc Lou built an agent that combined public real estate data with air quality, water, noise and landslide data into an Airbnb-style interfa…
Read case →Let a voice receptionist schedule appointments via MCP
A custom MCP server exposes list, schedule and cancel appointment tools so an ElevenLabs voice agent can handle customer calls against the c…
Read case →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.
Read case →Run your side of a home insurance claim
After a burst pipe, the user has Claude read the policy, organize receipts, track adjuster messages and delays, log correspondence and estim…
Read case →Attempt to book a couple's flight (failed)
A Slate reporter asked Muse to book flights; it hit a captcha, was kicked from the browser and achieved nothing, so he booked himself.
Read case →Track Las Vegas flight prices and find return flights
The author asked Muse to check Vegas fares daily and find returns to San Diego; it gave only three options and ignored his preferences, so h…
Read case →Shop hotel sites for a New York stay
In a Skift test, Muse opened a browser and searched hotels for Nov 1-2 at $350-450 a night, suggesting the Marlton Hotel first.
Read case →Search state databases for unclaimed property under old names
The poster asked Claude to search unclaimed property databases in every state they lived in, using their name and old names.
Read case →Track investments over time via Claude Code and Robinhood MCP
Poster asks how to get Claude Code connected to Robinhood via MCP to keep tracking investments after researching or trading; a question, not…
Read case →Run an outbound sales pipeline with specialized agents
A set of agents on Grok Bot finds prospects, researches them, writes personalized messages, launches campaigns, qualifies replies and manage…
Read case →Build a browser game and train an agent to play it
Grok built the browser game Roofline, then trained a PPO agent that plays the live page, reaching a best score of 39,359.
Read case →Reverse-engineer a book file format to search it
After the RAG indexer crashed on an uploaded book, Claude used Unix commands to work out the file format and grep the book manually.
Read case →Run a Shopify store overnight with an agent fleet
NightShift detects store issues overnight, auto-fixes safe ones, and audits every action, shown in a YouTube demo.
Read case →Build a browser 4X strategy game with LLM coding help
The poster built the browser 4X game Hexwardia in two weeks using Grok and Gemini to write the combat engine, fog-of-war, map generation and…
Read case →Summarize non-obvious methods file by file in a paper project
A commenter had Claude Code write file-by-file summaries of non-obvious methods in a research project, then reviewed them to keep track of t…
Read case →Explore open math problems with a multi-agent system
A paper on autonomous mathematical discovery in an open-world multi-agent environment.
Read case →Summarize service calls and find local customers
Grok Bot listens to phone calls and posts summaries and to-dos to Slack, and scans Reddit daily for local customers, creating Notion pages a…
Read case →Find and email businesses that need AI
Five Grok Bots with their own inboxes pulled 468 local businesses, filtered to 140, sent custom audits, handled replies and onboarded 11 cli…
Read case →Reverse engineer a patch into a full exploit chain
A researcher used Claude Opus in Claude Code with Playwright MCP to decompile code, find vulnerabilities, and build a working exploit.
Read case →Triage 1,847 unread emails into folders with draft replies
An AI agent read email subjects, sorted them into 6 folders and wrote 12 one-line draft replies in 40 minutes.
Read case →Build and test a Mars simulator game
Grok Build wrote the systems for a Mars simulator game, tested it, studied gameplay, fixed bugs and iterated.
Read case →Manage an inbox and book jobs as an office manager
Users run Grok Bot as an inbox manager and as an office manager that takes work orders, plans capacity and books jobs across Gmail, Slack, a…
Read case →Run an offline car assistant on a Raspberry Pi
A local Qwen model on a Pi reads car OBD data and the manual to answer car questions, controls AC and locks via cloud, and alerts other agen…
Read case →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.
Read case →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…
Read case →Run a self-hosted, sandboxed software factory
One developer's build log of an almost fully self-hosted, sandboxed agentic pipeline for producing software.
Read case →Clean inbox and draft social posts in your voice
Grok Bot logged into apps, cleaned and analyzed an inbox, drafted X and LinkedIn posts in the user's voice, and ran workflows overnight, pin…
Read case →File receipts from a folder
Grok Bot filed 14 receipts from a folder, held 2 that needed a card number, and saved a new payment method it found.
Read case →Monitor Resy and book date night tables
Brian built a Hermes agent that watches Resy for openings at favorite NYC restaurants and books tables, but it had no rate limits and got hi…
Read case →Assemble an immigration document package
A user had ChatGPT browser use gather seven years of taxes, bank statements and immigration documents into a package in minutes.
Read case →Triage email by voice while walking
Allie Miller used ChatGPT voice mode with Codex to triage important emails, draft replies, archive or delete items and log action items.
Read case →Build a Pokemon-style dog collecting app
A user had Replit Agent build a catch-em-all dog app whose rarity comes from scraped American Kennel Club regional population data.
Read case →Order groceries from health data and a meal plan
Austen Allred's AI automatically orders groceries based on body scans, health data, and preferences, mapped to a meal plan.
Read case →Script Shorts, post X threads and repurpose content
An agent scripts YouTube Shorts, posts X threads and repurposes content so the creator avoids touching a content calendar.
Read case →Teach a bot a workflow by screen recording
Grok Bot learns a task from a screen recording and repeats it; a reviewer taught one to pull newsletter stats without an API.
Read case →Run routine store checks on delayed orders and stock
A commenter runs Claude against their store to check delayed orders, stalled tracking, and stock issues; the poster is connecting an assista…
Read case →Build a bare-bones Windows VNC client from an email brief
The author emailed Claude a spec for a minimal VNC viewer targeting Windows 10 over a local SSH tunnel, to be built on a Mac and delivered w…
Read case →Run scheduled AI deep research on stock watchlists
A reply describes daily and weekly cron jobs running AI deep research on watchlists and monitoring company events and insider activity.
Read case →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.
Read case →Build a balloon-camel simulator for an LED Burning Man totem
Author used ChatGPT for reference images and Claude Code to build a Go balloon physics simulator with a web frontend, with Claude looping on…
Read case →Fill out 50 forms from public information
A user had Claude complete 50 individual work forms using public information, then proofread them and found them accurate.
Read case →Research stock positions as an AI analyst
A Claude Code agent twice weekly covers about 15 positions and a watchlist with news synthesis and bull/bear cases, while a human sets risk …
Read case →Fill forms and run multi-step workflows in your own browser
A review of Manus Browser Operator, which works in the user's Chrome session with their logins for form filling and multi-page workflows.
Read case →Generate ads from a website URL
Arcads agents take a website URL, learn the brand, and produce ad ideas, static ads and AI UGC videos.
Read case →Book a vet appointment through a clinic's AI phone bot
A commenter called their doctor about a sick pet and the AI booked an appointment 30 minutes later, which worked out.
Read case →Handle incoming emails with automatic triggers
Grok Bots watch incoming email, summarize, research, draft replies, extract invoice details, flag urgent items and complete next steps with …
Read case →Manage investments, taxes and credit with a finance agent
The poster built a Claude Code personal finance agent to track investments, prepare for self-employment taxes and optimize credit utilizatio…
Read case →Run a solo business with a team of 16 agents
A solo founder uses ~16 Claude and Codex agents for lead research, cold emails, CRM upkeep, SEO content and call prep, and says it found and…
Read case →Run browser-heavy business tasks and trip outfit picks
Commenters use Claude in Chrome for cPanel listings, X growth, testing, outreach and investor research, and to pick trip outfits from groupe…
Read case →Let AI agents search a store, build carts, and prep checkout
A store is set up so Claude or ChatGPT agents can search the catalog, build a cart, and apply promo codes, then hand over a checkout link be…
Read case →Plan a group weekend trip and make reservations
ChatGPT work mode planned a long weekend for 9 friends, built a coordination site, reached group agreement, made reservations, and drafted a…
Read case →Record how you work, then automate the repetitive parts
Screenpipe records screen and audio locally and gives agents a searchable memory to turn repeated tasks into procedures.
Read case →Resolve a Slack-reported issue with a coding agent
A Codex agent resolved an issue passed to it in about 40 minutes, and an ops agent verified the fix back in Slack.
Read case →Patch laptop BIOS to unlock hidden firmware menus
A Reddit user gave Claude Code a BIOS dump; it disassembled it, found the signature check and patched it, unlocking hidden settings after fl…
Read case →Audit a codebase for redundant dependencies and polyfills
An MCP server lets an agent check a codebase for redundant dependencies and polyfills, usable remotely or as a local stdio server.
Read case →Automate simple Discord tasks and tutoring with Hermes
A commenter uses Hermes Agent as a personal tutor and to automate simple tasks on Discord.
Read case →Source suppliers and negotiate deals overnight
An agent found suppliers for an online store, negotiated, handled a sample refusal, and locked in $4.50/unit for 100 pieces needing one deci…
Read case →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.
Read case →Hunt high-value Pokémon cards on eBay overnight
An engineer built a Codex agent that browses eBay listings, extracts PSA certificate numbers and cross-references known prices while he slee…
Read case →Book a dentist appointment agent-to-agent
A user's agent tried to book a dentist appointment, and the dentist's agent countered, leading to negotiation over timing, fees and arbitrat…
Read case →Build and publish a BaZi chart reading agent
Built solo with coding agents, an agent computes BaZi charts, interprets them, detects language and takes on-chain payments for readings.
Read case →Summarize months of notes in Logseq via CLI agent
User points Codex at the Logseq CLI docs so it can query and summarize journals and tagged job-application and project pages.
Read case →Build old and new apps with coding agents
Terence Tao describes using modern coding agents to create or revive apps, based on the post title.
Read case →Run warehouse paperwork, SOWs and billing automatically
A custom AI system for a warehousing client reads receipts, estimates and invoices, generates SOWs, runs billing and handles 28 background a…
Read case →Build a game level from a design document
The poster had Grok 4.5 build a level of an existing Three.js game from a detailed game design document, followed by some manual cleanup.
Read case →Automate a day job as an automation engineer
The poster has Claude act as an automation engineer, doing design and research work and finding related docs and indexes for their job.
Read case →Research and download scientific papers with a browser agent
A commenter built a custom browser agent to research and download scientific papers, and also uses browser agents for controlled data entry.
Read case →Research the web visually by browsing pages
A commenter uses ChatGPT Agent Mode for visual web research, with the agent opening and working through pages.
Read case →Automate web configuration from coding sessions
Commenters use Claude in Chrome to carry out web configuration requests that arise from coding sessions and other browser operations.
Read case →Manage family email, calendar and school chats
An agent named Anna, reached by text or WhatsApp, manages family email, calendar and school WhatsApp groups and automates forms and schedule…
Read case →Read and edit Word, Excel, and PowerPoint files
OfficeCLI is an office suite built for agents to read and edit Microsoft Office files.
Read case →Grade papers and build lessons with Claude Cowork
A teacher says Claude Cowork saved hours on curriculum design, grading papers, making PowerPoints, and analyzing student grades.
Read case →Build a full ad campaign from a client's website
An agent scraped a client's site, built a multilingual ad campaign with keywords, copy and tracking plan, and flagged a conversion problem.
Read case →One-shot a CLI coding agent on top of a Python LLM library
Simon Willison had the Fable model more or less one-shot a CLI coding agent built on his LLM Python library.
Read case →Research date restaurants and activities with OpenClaw
A PR founder has OpenClaw research South Florida restaurants and activities and compile a linked document explaining each pick for the type …
Read case →Auto-fill job applications with tailored CVs and cover letters
Commenter says an agent customizing CV and cover letter for job applications, with the user reviewing, eases the process.
Read case →Apply to jobs with a self-built application agent
Author built an application agent and says it led to interviews at Cohere and Scale AI.
Read case →Answer WhatsApp customer questions and escalate to humans
An n8n and OpenAI agent answers WhatsApp questions from a knowledge base and escalates low-confidence cases to a human on Telegram with full…
Read case →Handle restaurant reservations over WhatsApp
The author built a WhatsApp agent for a local restaurant that checks availability, answers questions and confirms bookings; one paying custo…
Read case →Generate customer-service agents from a URL that book appointments
A platform builds website and WhatsApp support agents that answer questions and book Google Calendar appointments, plus an autopilot that sc…
Read case →Build a first real project with Replit Agent
A student completed a real build with Replit Agent, spending about $65 in agent usage and finding the cost unexpected.
Read case →Sort 400 PDFs into folders
A user had Claude Cowork read 400 PDF files and sort them into different folders.
Read case →Manage customer enquiries from Telegram
An n8n system captures email and form enquiries, creates tasks, and lets the owner reply via Telegram while the AI sends emails and updates …
Read case →Run agents that work Jira tickets, review PRs and send updates
Luke runs several Hermes agents that read Jira tickets, write code, review PRs, track costs, summarize docs and send updates.
Read case →Get a second opinion on an MRI
One person's account of using Claude Code to analyze their own MRI.
Read case →Trade stocks via Robinhood MCP
A ChatGPT agent sold TSM shares and bought HOOD shares as part of an ongoing agentic trading challenge.
Read case →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.
Read case →Set up a home chat server and manage accounts from your phone
A Hermes agent running on a local Qwen model set up an Open WebUI server and handled account management via phone, giving the author's teen …
Read case →Pull wallet data from dashboards into a spreadsheet
Claude computer use operated the desktop, handled logins and modals, and entered wallet numbers into a spreadsheet over 19 minutes.
Read case →Write, schedule and track social posts daily
An agent writes a business's social posts, schedules them daily and tracks performance without manual input.
Read case →Build a working coding agent in R from three tools
Author builds a functional coding agent in R starting from three tools, then adds tools to make it safer and more efficient.
Read case →Split a React Native to Swift migration across agents
Cognition's Jared Zoneraich uses Devin fan-out so child agents work in parallel on a migration split into six pieces.
Read case →Generate parametric CAD models from a prompt
An open-source text-to-CAD tool that produces 3D models from text and image references by generating CAD as code.
Read case →Email daily deal briefs from Zillow listings to real estate agents
A Zillow scraper feeds Claude to produce daily briefs on new listings, price cuts and outreach scripts, emailed to 47 paying real estate age…
Read case →Manage a brokerage account in plain English with an AI agent
Coinbase's SEC-registered AI agent uses full portfolio context and account history to take account actions from plain English and suggest in…
Read case →Post a rendered video to Slack when integration fails
Codex read Slack feedback, edited and re-rendered a video, then used Computer Use to click Add file and post it in Slack.
Read case →Order groceries online with a local LLM skill
The author built a grocery skill for a local Qwen 3.6 27B model that knows their fridge contents, past orders and real-time stock, and it or…
Read case →Answer renter questions and schedule tours
EliseAI's leasing agent inside Zillow Rentals listings answers renter questions and schedules tours for multifamily partners.
Read case →Plan family vacations with Deep Research
Author uses ChatGPT Deep Research with detailed family prompts to find destinations, attractions and schedule trips; it can't yet filter and…
Read case →Send a 7am daily brief from email, calendar and Todoist
A personal agent runs at 7am, checks email, calendar and Todoist, pulls likely follow-ups and delivers one daily brief instead of the full i…
Read case →Fight a denied home insurance water damage claim
The poster used AI to research their policy and state laws, contested a partial denial of water damage coverage, and says they won.
Read case →Automate event social posting across platforms
Claude Code connected social channels to drive event registrations, working well on Twitter and Reddit and somewhat on LinkedIn.
Read case →Triage inbox and prep meetings (with a failed attempt)
A Trustpilot user said Lindy made their inbox worse by missing urgent mail and hiding meeting invites, while the review says triage, briefs …
Read case →Run marketing operations with a team of subagents
A CMO agent reads the weekly plan and spawns specialist subagents like a social media marketer and performance reviewer; the social agent do…
Read case →Work on mainframes and COBOL
Hopper is an agentic development environment for the mainframe systems behind banking, payments, insurance, and airlines.
Read case →Run multi-stage PR reviews with parallel sub-agents
A Claude Code plugin that reviews pull requests in stages with sub-agents and validation passes, with optional ensemble review via Codex.
Read case →Qualify, enrich and book demos for SaaS leads
A Lindy agent qualifies, enriches and books demos around the clock for SaaS lead gen, with mock conversion reported rising from 40% to 78%.
Read case →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.
Read case →Produce cinematic video with three custom agents
The poster built a cinematic studio in Grok Imagine using three custom agents for prompt direction, audio scripting and character-consistent…
Read case →Sell services through an agent that takes payment and delivers
An agent runs a transaction flow, creates Stripe checkout links, verifies payment before delivering a service, and asks the owner on Telegra…
Read case →Claim unclaimed property using ChatGPT guidance
A user photographed an unclaimed property letter and ChatGPT pointed them to the Florida treasury site to claim it; another says a fiancé cl…
Read case →Create accounts, buy domains, and deploy without a human
Cloudflare's announcement that agents can now create Cloudflare accounts, buy domains, and deploy.
Read case →Rebook a work flight to save money
Arden texted a user that rebooking his Zurich flight would save $7,750; after he approved, it changed the flight and the refund hit his corp…
Read case →Find a London flat to rent
The poster used Claude Cowork to search for and find a flat to rent in London in five days.
Read case →Run brand marketing end to end and publish to social
A tool lets Claude Code scrape competitors, generate and edit images and videos, and publish to Instagram, TikTok, LinkedIn, X and Reddit; o…
Read case →Find an NYC apartment with a listing-watching agent
Andrew Kordampalos built an agent with Zapier and Vercel for about $20 to find an NYC apartment, saying it did; replies questioned its inven…
Read case →Produce a track in Ableton Live by talking
An MCP server that lets Codex drive Ableton Live, used to write and mix a full song from chat messages.
Read case →Fill PDF forms with an AI copilot using tool calling
An in-browser copilot fills PDF form fields from data sources or user input, helps with foreign-language forms, and explains contract clause…
Read case →Build a book donation app and demo video in a buildathon
A user used Replit Agent to build the GiveABook app and its demo video within a 24-hour buildathon.
Read case →Rebuild a platform and add RAG features in one day
A user had Replit Agent rebuild a full-stack platform, add 7 features to a live RAG app, and make a demo video in about 12 hours.
Read case →Produce a full video with an agent assistant
Grok Imagine's agent mode suggested ideas, organized and assisted through making a full video in one hour.
Read case →Run a creative workflow from brainstorm to video
Grok's Agent Mode handles brainstorming, writing, image generation, editing and video production in one place.
Read case →Find and fix flaky tests in a broken CI pipeline overnight
Claude monitors CI pass rates, identifies worst flaky tests, reproduces them and proposes fixes overnight; pipeline got 20 minutes faster an…
Read case →Test AI annotations on student problem sets
A chemistry professor ran 11 students' problem sets through Claude to see if its annotations could help manual grading; the project was acci…
Read case →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.
Read case →File tenant complaints against a landlord automatically
A Claude agent scraped violation databases and filed 14 complaints with the NYC housing board; the landlord was reportedly fined and the ren…
Read case →Play-test your own game
A developer built an agentic test harness so an AI could play their game and help with play-testing.
Read case →Book a restaurant table through a Resy connector
A PCWorld writer asked Claude to book a table for three in Midtown Manhattan via the Resy connector; it picked a restaurant but the exchange…
Read case →Cancel an Amazon subscription and get a refund
Codex navigated Amazon settings to cancel a subscription, then chatted with customer service and secured an immediate $15 refund.
Read case →Orchestrate a multi-phase RAG migration
A walkthrough of using Gemini CLI to coordinate a complex, multi-phase cloud migration project.
Read case →Summarize email and prep briefings from your phone
A Fortune writer used Claude Dispatch with Cowork to summarize and pick out important emails, plus recurring morning briefings and meeting p…
Read case →Hand lead-gen agency tasks to an agent instead of a VA
A lead-gen agency poster used ChatGPT agent mode for work they normally pay a VA to do, and asks how to set up agents for repeatable tasks.
Read case →Test features on screen and merge fixed PRs
Ryan Carson uses Devin's Test App feature to record and narrate feature clicks, fix bugs, and merge PRs with a !land command.
Read case →Search for a wedding flight to New York
The author gave Comet and ChatGPT Atlas the same flight-booking task; Comet mostly pointed to aggregators instead of specific flights.
Read case →Find stale commercial listings and email brokers
A Hermes bot scrapes lease listings, filters by days on market and zoning, calculates commissions and emails brokers.
Read case →Reconfigure Home Assistant lighting automations
Levelsio used AI to rework Home Assistant so bright LEDs turn off and diffuse lights come on, with all lights off at 10pm and red for sleep.
Read case →Port Claude Code hooks to pi extensions
After leaving Claude, the author pointed an agent at their Claude hooks folder and had it rebuild them as a pi extension, which it did quick…
Read case →Send daily trending social posts as content references
An OpenClaw agent uses a social data API to send the author a morning digest of trending posts across X, Threads and LinkedIn to inform thei…
Read case →Run OpenClaw agents for Terraform infra and GitOps from Telegram
Several OpenClaw agents with separate identities set up Terraform infrastructure, did coding work, code reviews, merges and built a CD and G…
Read case →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 …
Read case →Run OpenClaw bots for repo upkeep, note-taking and team Slack help
User runs OpenClaw bots that maintain a personal repo, take notes and send news summaries, and in Slack summarize meeting notes and answer t…
Read case →Run academic literature reviews from seed papers
Poster built an agent skill that starts from seed papers, searches backward and forward, screens candidates, and iteratively refines a liter…
Read case →Run a daily SEO article campaign
An agent researches keywords, publishes one SEO article daily and refreshes articles every two weeks using Search Console and Ahrefs data.
Read case →Run persistent financial research with an agent
LangAlpha is a Claude Code-style agent for investing research that keeps persistent workspaces and memory so analysis such as models and com…
Read case →Let AI agents file employment tax returns with the IRS
An MCP server in development lets agents submit tax returns (employment forms 941 and 940 first) to the IRS as a tool call; it is still in I…
Read case →Book tutoring appointments over WhatsApp
An agency owner built a WhatsApp agent for a tutoring company that books calendar appointments, shipped in two days for a $5K fee.
Read case →Run a systematic literature review from one prompt
SciSpace's agent generates PICO questions, searches and screens papers, downloads PDFs, extracts data and outputs the full review with a PRI…
Read case →Add todo items to Todoist from Telegram
A Telegram bot with an LLM and an orchestration platform (n8n or windmill) adds todos to the author's Todoist account from natural language …
Read case →Run an autonomous employee-like agent for company tasks
Author runs a self-built autonomous agent on Codex, ChatGPT Plus, systemd and email that handles various company tasks, using a rolling cont…
Read case →Run nightly briefing pipelines with scheduled tasks
The author uses Claude Code cloud scheduled tasks for nightly pipelines that scan work, generate retrospectives, and assemble morning briefi…
Read case →Have Claude implement most of a day job's work
The poster gives Claude work tasks and has it implement most of the functionality, though the last 10% still takes the most time.
Read case →Run Claude on a cronjob for morning briefings and email tasks
User built a Claude-in-a-loop with cron that produces morning briefings and podcasts and handles tasks emailed or texted to it.
Read case →Add home TODO items by Telegram message
The author told an OpenClaw agent over Telegram to add items to a home TODO list via a custom API while at the office, before they stopped u…
Read case →Audit ad accounts across six platforms
A Claude Code skill runs parallel subagents performing 190 audit checks across ad platforms and produces a prioritized action plan.
Read case →Edit site design visually and have an agent write the code
CSS Studio lets designers tweak a site visually in the browser and streams the changes via MCP to an existing coding agent that implements t…
Read case →Give a coding agent a paper corpus to find new techniques
Poster gave a Claude Code agent access to about 2M papers to search before each attempt; it found techniques it otherwise wouldn't know and …
Read case →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 ment…
Read case →Drive desktop apps with an agent to move files
A poster describes months of driving desktop agents against real apps; in one task the agent misread a modal and kept reporting success whil…
Read case →Recompile a 1991 assembly PC game with Claude Code
The author uses Claude Code CLI with Sonnet to get the source of their 1991 386+ assembly game compiling again.
Read case →Produce cited research briefs with simulated peer review
Feynman multi-agent system searches papers and the web, synthesizes findings, runs simulated peer review, verifies citations, and outputs a …
Read case →Give a teacher a Claude Code workspace for lessons and reports
Built a Claude Code workspace for a teacher that remembers curriculum, grading style and class size to produce lesson plans, report comments…
Read case →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 abou…
Read case →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…
Read case →Find a Linux vulnerability hidden for 23 years
An account of Claude Code uncovering a long-standing vulnerability in Linux.
Read case →Answer dental clinic calls and manage appointments
The author built a voice AI for a dental clinic that books, reschedules and cancels appointments, checks slots and answers common questions.
Read case →Schedule social posts through an AI agent
A commenter ingests social content with Obsei and posts across networks via getlate.dev with an AI agent, except Reddit.
Read case →Generate investment analysis from live market data
The poster built a personal wealth advisor in Claude Code that feeds live market data, macro indicators and news into investment analysis.
Read case →Analyze budgets and research investments from bank data
The poster pipes bank transaction data into ChatGPT and uses Claude for budget analysis, investment research, and summarizing and comparing …
Read case →Run an entire business from the terminal with Claude Code
Poster built a system that runs their whole business through Claude Code instead of Claude.ai; the specific tasks aren't detailed in the sni…
Read case →Extract school dates from forwarded emails and flyers
A family task manager pulls dates from forwarded school emails, reads flyer photos and syncs school calendars by zip code.
Read case →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.
Read case →Run a personal doorman agent on a $7 VPS
A public agent greets site visitors over IRC while a private one handles email and scheduling, capped at $2 a day.
Read case →Analyze a piano recording's BPM, structure and stems
With a skill installed, Claude Code installed ffmpeg and librosa and ran a Python pipeline on a local MP3, producing a report on BPM, struct…
Read case →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…
Read case →Turn tickets into merged pull requests
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.
Read case →Map and control a whole smart home
Karpathy's agent scanned the home network, logged into Sonos, reverse-engineered APIs, mapped lights, HVAC, shades, pool and security, and b…
Read case →Apply to 50 jobs in under 30 minutes
Claude computer use submitted 50 job applications in under 30 minutes, shown in a video demo.
Read case →Fill out job applications in a browser
Claude Cowork opens tabs, reads job listings, fills out applications and decides based on user rules, working autonomously until done.
Read case →Book weekly restaurants and surface daily discoveries from your data
An OpenClaw agent with access to ChatGPT, Google and Instagram history books weekly restaurants, sends daily recommendations, and proposes m…
Read case →Run the smart home by natural language
Karpathy's Dobby agent controls lights, HVAC, shades, pool and security, alerts on visitors, and replaces six apps.
Read case →Ship more pull requests with Devin across tools
Ryan Carson uses Devin from iPhone, Slack, browser, GitHub and Linear for real work and reports higher PR shipping velocity.
Read case →Review Linux kernel patches
Google engineers launched Sashiko, an agentic AI code reviewer for the Linux kernel.
Read case →Run SDR outreach with an OpenClaw agent
An OpenClaw agent researches prospects, writes personalized cold emails, sends scheduled follow-ups and logs interactions to HubSpot.
Read case →Send a daily competitor ad research report to Slack
@cjfeth's Manus automation mines target avatar data, scrapes competitor ad libraries, benchmarks them and sends a report of underserved area…
Read case →Give an agent persistent memory and identity
A developer gave a Claude Code agent memory and an identity, then reported back on what it was doing four months later.
Read case →Scrape real estate agent leads and start roofing outreach
An OpenClaw agent scraped Zillow, Redfin and Realtor.com for agents listing older homes, saved contacts and listings to a CSV, then began ou…
Read case →Build a 52-node n8n workflow
Claude computer use built a 52-node n8n workflow in one afternoon that would normally take three weekends.
Read case →Let AI models trade stocks autonomously with $1k each
Poster ran four AI models on a weekday pre-market prompt to trade $1,000 portfolios each for nine weeks; ChatGPT came out ahead.
Read case →Plan the workday across calendar, tickets, email, and docs
A planning agent that works across Google Calendar, Linear, Gmail, and Google Docs through MCP.
Read case →Let an agent extend its own code inside a Docker sandbox
An agent built on Claude and Agno implements capabilities in its own source code in Docker, with changes validated, committed, or rolled bac…
Read case →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.
Read case →Explore code to write technical documentation
A technical writer uses Devin to explore code before documenting it, plus a Slack writing agent built on Devin, reporting about 20,000 lines…
Read case →Research stocks by pulling filings and transcripts
The poster has Claude Code fetch filings, transcripts and SEC documents for a company, cite sources, and write a bear case on a holding.
Read case →Qualify real estate leads and book viewings
An AI assistant qualifies leads on Telegram, matches listings, books viewings from calendars, and logs to the CRM.
Read case →Triage and draft replies for three email accounts
An OpenClaw agent drafted routine replies at about 70% ready quality and cut inbox processing from 10 to 2 minutes, though some things broke…
Read case →Manage 18 agents from a Notion workspace
Notion used as the control plane for a fleet of 18 OpenClaw agents.
Read case →Run real estate transactions with autonomous agents
A poster built a platform where agents, including a SellerBot, handle listings, pricing strategy and buyer inquiries, built with Claude as t…
Read case →Plan and order a week of groceries with Claude
The poster used Claude on Mac and iOS to plan and order a week of groceries, with partial success, and will keep using it up to the grocery-…
Read case →Fix a broken API website
A user says Claude Cowork fixed their API website after another agent kept breaking it, explaining the problem and working through changes w…
Read case →Monitor tech subreddits and competitors, draft emails and articles
Commenters use Cowork daily to scan Reddit tech subreddits for work items, monitor competitors and markets, generate articles and draft emai…
Read case →Turn a Telegram message into researched, designed social posts
An n8n agent takes a Telegram message, researches the topic, designs the posts and publishes them to social media.
Read case →Run LLM assistants over company data with RAG in n8n
A commenter used multiple LLM assistants in an n8n project at their company, handling AutoCAD Forge API calls, parsing, embedding and RAG ac…
Read case →Run a solo company with eight agent departments
A founder set up CEO, CFO, COO, lawyer, accountant, marketing, CTO, and improver agents that share memory and consult each other.
Read case →Audit and rewrite marketing copy to strip unverified claims
A dual-agent system scores landing page, cold email and pitch deck copy against strict rubrics, then rewrites it to remove fluff and unsuppo…
Read case →Build a household dinner-suggestion app
A non-coder used Codex to build a local app that suggests dinners from pantry stock, garden produce, diets, appliances and weather.
Read case →Build a phone voice agent that answers in under half a second
A from-scratch voice agent averaging about 400ms end to end, with streaming speech-to-text, LLM, and text-to-speech and clean barge-ins.
Read case →Run parallel coding agents from Markdown specs in tmux
A workflow post on running multiple coding agents in parallel using tmux and Markdown specs, based on the title.
Read case →Reverse engineer a Go binary with Ghidra via MCP
Huli had Cursor drive GhidraMCP to identify a Golang binary, list its routes and find a path traversal, but it missed the SQL injection chec…
Read case →Monitor Reddit, draft replies and schedule posts
A commenter built a personal Claude agent acting as social media manager that monitors Reddit, drafts replies, and schedules posts.
Read case →Run marketing campaigns, SEO and content with agents
The author built 18 open-source marketing agents for Claude Code covering campaigns, SEO, content and social posting.
Read case →Review contracts like NDAs and SaaS agreements in Claude Code
The author built an open-source contract-review skill for Claude Code and other AI coding tools to review NDAs, SaaS agreements, vendor term…
Read case →Build a profitable online business from scratch with an agent
Poster gave an OpenClaw/Claude agent $50 and 60 days to build an online business, using content marketing on Reddit, Twitter and LinkedIn th…
Read case →Find weak-web-presence businesses and pitch them with personalized outreach
Six agents find businesses with weak online presence, write personalized outreach, and produce scripts, voiceovers and talking-head videos t…
Read case →Migrate FreshBooks account data to Google Sheets
A commenter used Comet to move five years of FreshBooks account data into Google Sheets.
Read case →Run a consulting business with an AI chief of staff
A consultant uses Manus for daily briefings, competitor monitoring, inbox triage, market mapping, and making decks, reports and websites, de…
Read case →Negotiate Facebook Marketplace purchases with sellers
A user set up an agent to lowball sellers on Facebook Marketplace, and it reportedly negotiated a Jeep Wrangler for $1500 plus a PS5 and thr…
Read case →Edit raw footage by describing the video you want
Cardboard goes from raw footage to an edited video from natural-language instructions.
Read case →Compete in a real-time strategy game
A game environment built for frontier LLMs to play against each other.
Read case →Run multi-step tasks with model switching
@dani_avila7 tested Perplexity Computer on multiple tasks, where it picked Gemini 3 Flash for some steps and Opus 4.6 for code writing.
Read case →Negotiate retention discounts on bills by phone
A voice agent calls service providers, navigates IVR menus, waits on hold and negotiates retention discounts for users, pausing for OTP veri…
Read case →Extract purchasing-card receipt data into a report cover sheet
A Duke staff member tested Cowork on a receipt PDF; it crashed partway, though it handled a folder of PDFs and wrote results to an outputs f…
Read case →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 flashcar…
Read case →Teach an agent to trade with signals and logging
@mufasadubai had Manus write a Python script using ProjectX APIs for realtime charts, set up Telegram signals and log trades to Google Sheet…
Read case →Build group grocery carts through a Signal-based agent
A self-hosted Signal agent drafts a grocery list from past orders, lets group members edit it, then logs into the store and builds and valid…
Read case →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.
Read case →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.
Read case →Let agents fill out web forms using text-grid page rendering
Author built TextWeb, a text-grid browser so LLM agents can fill out job applications without costly vision models.
Read case →Run full-stack SEO with an n8n agent
An n8n agent analyzes GA4, rank and SERP data, tracks competitor keywords, rewrites articles and saves performance reports.
Read case →Generate weekly leadership reports and handle feature requests
A supervisor Zapier agent delegates to sub-agents that write weekly leadership reports from Jira data and handle feature requests via a Slac…
Read case →Produce a sourced research document with parallel agents
Grok coordinated 16 specialized agents that searched and parsed 896 sources, debated and peer reviewed, and delivered a complete research do…
Read case →Search and apply to jobs on LinkedIn
OpenClaw with browser access made a resume, searched listings and applied to 100+ jobs in three days, but also DMed people on LinkedIn witho…
Read case →Build four games in parallel with agents
Four Grok 4.20 agents built a tower defense, mini Factorio, CHIP-8 emulator and roguelike shooter in parallel over a day.
Read case →Build an artificial life simulator in one HTML file
Four Grok agents were asked to build an artificial life simulator with glowing particles, force sliders, and emergent behaviors.
Read case →Build SQLite with a swarm of parallel coding agents
The author recounts using parallel coding agents to build a SQLite implementation and shares experience from it.
Read case →Spec features with AI and hand off to coding agent
Author discusses a spec with an AI agent or ChatGPT, then hands it to an agent to code, and tests the outcome instead of reading every line.
Read case →Build a portfolio plan from brokerage exports
Claude Code read a directory of brokerage CSV exports and notes, researched funds, and produced buy, stop-buying and hold lists with a tax-l…
Read case →Play mayor in SimCity through an API
A headless city simulator on the open-source Micropolis engine where anyone's agent can run a city.
Read case →Prepare and file overdue German VAT statements
Cowork with Claude's Chrome extension prepared accounts from invoice PDFs, then logged into Elster and submitted the overdue Q3 2025 VAT for…
Read case →Build a C compiler with a team of parallel agents
Anthropic's engineering write-up on tasking Opus 4.6 agent teams with building a C compiler.
Read case →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 hand…
Read case →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.
Read case →Reverse-engineer binaries in Ghidra
An MCP server exposing 110 Ghidra tools for AI-assisted reverse engineering.
Read case →Run roadmap, support inbox, calendar, and todos
OpenClaw manages a Linear roadmap, prioritizes support conversations, handles calendar and todos, checks notifications, and manages sponsors…
Read case →Fill and submit visa forms automatically
The memU bot agent fills visa forms, finds the right documents on the device, handles image uploads and submits without manual prompts.
Read case →Gather three years of meeting minutes into text files
Jeff Adams used the Claude Chrome extension to collect meeting minutes into text files and load them into a notebook, taking 3-4 hours over …
Read case →Run production deploys and port scans from Telegram with OpenClaw
A security professional uses an OpenClaw agent with read-only prod access, PR-only changes and manual approval for restarts to deploy change…
Read case →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.
Read case →Handle household tasks and reminders
Nori manages household tasks, important calls, reminders, family schedules and logistics for a family.
Read case →Let Cursor maintain an Obsidian notes vault
Cursor reviews vault structure, suggests connections, answers questions about notes and writes a daily done note documenting other agent ses…
Read case →Fill out insurance paperwork from hospital records
Felix Rieseberg gave Claude Cowork a folder of hospital PDFs and the insurance website so it filled out the paperwork while he fed his newbo…
Read case →Turn a business website into a WhatsApp support agent
An n8n workflow scrapes a website into a knowledge base, answers customer questions on WhatsApp and converts inquiries into booked calls.
Read case →Let AI agents design in Figma
A CLI that lets coding agents create shapes, text, frames and components in Figma, so agents can build layouts and component systems.
Read case →Search Facebook Marketplace and tabulate results in Sheets
A user tries to have Claude in Chrome search Marketplace items and log them in a Google Sheet, but constant permission prompts get in the wa…
Read case →Triage unread email with an approval step
Author built an agent that runs when unread emails arrive and analyzes each one, without auto-replying absent approval.
Read case →Keep coding agents running autonomously for long stretches
Cursor's write-up on scaling long-running autonomous coding.
Read case →Keep a personal website's content updated automatically
A developer's setup for automating their site's content with agents and MCP.
Read case →Learn personal scripts from a tools folder
Claude Cowork read a folder of personal scripts for email, CRM, research and drafting, added them to memory, and carried the capabilities to…
Read case →Play RollerCoaster Tycoon
Ramp Labs put Claude Code in RollerCoaster Tycoon.
Read case →Self-host services on a home server
A write-up on how CLI agents make running your own home server easier and more fun.
Read case →Find connections across 100 non-fiction books
Claude Code browses a personal library with CLI tools and surfaces trails of related excerpts across books.
Read case →Evaluate hiring candidates against competency levels
A commenter built a basic hiring agent loaded with competency definitions and levels for HR evaluation work.
Read case →Analyze competitor ads and generate on-brand ad creatives
An autonomous Ad Agent built on the Claude Agent SDK finds competitors, analyzes their ads, generates on-brand creatives and packages a shar…
Read case →Build a health plan from genetic and bloodwork data
Farzad gave Claude Code his raw 23andme file, bloodwork, artery scans and supplement routine, and a 2-hour conversation produced a tailored …
Read case →Code from your phone
A write-up on a setup for using Claude Code on the go.
Read case →Run oral final exams with a voice agent
A professor used a voice agent to examine 36 students over 9 days, with an LLM council grading transcripts and surfacing class-wide gaps.
Read case →Schedule meetings by email and update the calendar
The poster built an agent that reads emails, checks calendar availability, replies with a meeting time and adds it to the calendar.
Read case →Build an e-commerce agent with OpenClaw
Poster spent 100+ hours and 200M+ tokens building an e-commerce workflow agent with OpenClaw; post focuses mostly on the build effort.
Read case →Query 600 GB of Hacker News, arXiv, and LessWrong in plain English
Claude Code writes the SQL and vector queries against a public read-only index, and can set email alerts for nuanced criteria.
Read case →Suggest date ideas and nudge for more date nights
Trained a Claude Code assistant with date spot lists and guidelines to suggest dates, nudge when needed and possibly book reservations.
Read case →Monitor DeFi positions and alert on risky pools
AI agents watched a user's DeFi and traditional accounts across 37 chains and flagged a risky liquidity pool, preventing potential losses.
Read case →Manage email, calendar and tasks from Slack
An agent built on Make.com with Gmail, Google Calendar and Notion triages emails, checks the calendar and adds tasks on Slack commands.
Read case →Diagnose Swift errors with ChatGPT from symptoms and code
A Swift developer feeds error symptoms and code to ChatGPT to get a starting lead on the cause, then reviews the code it produces.
Read case →Find exploitable bugs in smart contracts
Anthropic's red team reports agents finding $4.6M worth of blockchain smart contract exploits.
Read case →Troubleshoot a production-only performance issue
A developer used Cursor and Warp agents to analyze NestJS database queries and recommend indexes for a production performance problem.
Read case →Run dental office queries, scheduling and reminders with a chatbot
An AI chatbot deployed on a website and WhatsApp answers queries, schedules appointments, and sends reminders for a dental office.
Read case →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 documen…
Read case →Test API endpoints in Postman and report results
@ai_for_success used Comet to generate test payloads from context, run API endpoint tests in Postman and produce a final report.
Read case →Race three models to build a Counter-Strike clone
InstantDB had Codex, Opus, and Gemini each try to build a multiplayer shooter.
Read case →Build a mental models framework with a multi-agent dev team
A solo founder used Claude, ChatGPT, Windsurf and Cursor as role-based team members to design, test and deploy a 120-model mental-models fra…
Read case →Run grocery, email and photo tasks through Comet browser
A reviewer gave Comet access to his Intermarché account and tried it on email cleanup, sorting 8,000 Dropbox photos and calendar planning, w…
Read case →Let a custom agent change its own repository
Author's custom-built agent made its first code change to its own repository.
Read case →Build your own video-editing agents on a canvas
Mosaic lets you create and run multimodal video-editing agents in a node-based editor.
Read case →Order healthy meals twice a day automatically
Flo Crivello's agent has decided and ordered his meals twice a day for two weeks, following instructions to pick the healthiest options.
Read case →Generate structured company research reports
Dharmesh's Company Research agent pulls firmographics, executives, traffic, search marketing data and G2 reviews into a structured report on…
Read case →Triage care, estimate visit cost, and negotiate medical bills
An app directs people to the right site of care, estimates insurance-based visit costs, and uses an AI voice agent to negotiate bills down a…
Read case →Vibe-code a pull request dashboard across Azure DevOps repos
Author used ChatGPT for architecture and the Junie agent in WebStorm to build a dashboard aggregating PRs across four repos, flagging approv…
Read case →Follow an account and comment on LinkedIn
Comet followed the Perplexity CEO on LinkedIn, found a specific post and commented on it in one attempt.
Read case →Build and deploy a meeting app from a prompt
A user had Replit Agent create a meeting app with dashboard, logic and analytics, and deploy it live without manual code changes.
Read case →Buy items on Amazon from a photo
Author used ChatGPT Agent to reorder an item from a photo of its wrapper, handling the whole Amazon purchase until Amazon blocked agents.
Read case →Play a button-clicking game via a browser agent
A developer wired Gemini's Computer Use model to Playwright in Java and had it play a simple button-clicking game to verify click-coordinate…
Read case →Debug low-level cryptography code
Cryptography engineer Filippo Valsorda's write-up on Claude Code debugging low-level crypto.
Read case →Track competitor prices and contacts into Google Sheets
A Claude-powered scraper agent monitors competitor sites hourly, pulling pricing, company details and contacts into Google Sheets, replacing…
Read case →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.
Read case →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 che…
Read case →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.
Read case →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.
Read case →Complete an online course assignment in the browser
Perplexity Comet was prompted to complete a Coursera web design assignment and appeared to finish it in a short clip; the CEO told people no…
Read case →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.
Read case →Click add-to-cart button on a website with computer use
Víctor Paytuvi had Claude computer use find and click a site's add-to-cart button on the first try after Gemini failed.
Read case →Program a sub-$2k personal robot
MARS is a general-purpose robot with an open onboard agentic OS built on ROS2.
Read case →Apply to marketing jobs on LinkedIn in bulk
A Comet user had the agent submit about 100 LinkedIn applications in 40 minutes, with no interviews resulting.
Read case →Apply for Dutch rentals and schedule viewings
Uprent's agent submits viewing requests, reads landlord emails, drafts replies and schedules viewings; one complaint is duplicate applicatio…
Read case →Run a meeting assistant that handles meetings and summaries
A commenter built a meeting assistant with Lindy that had been running for a week, handling meetings and producing summaries.
Read case →Contact job candidates for initial HR screening
A job seeker reports an AI agent calling and emailing them for a first HR screening.
Read case →Negotiate a TV price with a retailer's chat
ChatGPT Agent negotiated in Dutch with a retailer's chat, handled upsells, and landed an LG OLED TV at €939 including shipping.
Read case →Book tickets, rides and services via Alexa+
A reporter linked OpenTable, Ticketmaster, Uber and Thumbtack to Alexa+ for booking, but found it beta-like, error-prone and sometimes not h…
Read case →Run systematic literature reviews with a research agent
Poster recommends a research-focused tool that does systematic review (slow but strong), adds notes to papers, and builds a research project…
Read case →Book a restaurant table with Alexa+
A reviewer asked Alexa+ to book a sushi restaurant, but it couldn't because the restaurant isn't on OpenTable; he also tried booking an Uber…
Read case →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.
Read case →Find cheapest nonstop flights on Google Flights with constraints
ChatGPT Agent searched Google Flights for the cheapest nonstop flights this year, 4 to 10 day trips, excluding Boeing 737 MAX, and succeeded…
Read case →Fill out a prescription order form on a clinic site
ChatGPT Agent filled in medication, dosage and number of days on a clinic's website, while the user entered sensitive data manually.
Read case →Send emails from a signed-in inbox
A commenter reports ChatGPT agent actually sent emails after the user signed into their email account, and asks whether it can buy plane tic…
Read case →Do taxes by selecting the right invoices
The poster says they used GPT Agent for their taxes, reading invoices and picking the right ones.
Read case →Find and book airport parking (partly failed)
A reporter asked Comet to find cheap parking near SFO and book it; it entered the wrong dates twice and still pushed checkout.
Read case →Fill a supermarket cart with agent mode for pickup
Agent mode added groceries to the cart at a local supermarket while the poster worked, for pickup the next morning.
Read case →Research and draft a social science paper with Deep Research
Author used ChatGPT Deep Research and Agent Mode for research help and writing assistance while writing an academic social science paper.
Read case →Generate updated research reports on followed companies
The poster built and open-sourced a custom stock-research agent that produces updated reports on companies they follow.
Read case →Answer sales reps' questions with a Slackbot agent
A RevOps practitioner built a Zapier Agent Slackbot to answer reps' questions; it took an afternoon to work and he concluded agents are impe…
Read case →Build a clinic app with booking and trackers
A doctor with no coding experience used Replit to build a clinic app in 5 days with booking integration, prescription requests, health track…
Read case →Run a Monday competitor-monitoring brief from job listings
Claude is set up as an agent that browses competitors and reads their job listings every Monday morning to infer what they may do next.
Read case →Generate live-coding music with Claude and perform it
An author had Claude write Strudel music code from a style description, hand-fixed hallucinated sample names, then restructured it for live …
Read case →Grade Cursor on a real data science project
A data scientist tested Cursor on a real project: weak on pandas, data cleansing and scraping, strong at prototyping.
Read case →Get upcoming events and control routines with Alexa+
A user says Alexa+ told them about upcoming events, and resetting a device fixed lighting and routine control.
Read case →Automate follow-ups and inventory tracking for a food distributor
Built agents for a wholesale food distributor that ran on Excel, calls and email, including inventory tracking and a copywriter agent for ou…
Read case →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.
Read case →Set up a Reddit profile through desktop control
A commenter says Claude Code set up their Reddit profile by screenshotting, navigating settings, filling forms and uploading images.
Read case →Have Claude collect names from a Wikipedia page into a file
The poster tried Claude Computer Use to open Firefox, search Wikipedia, find all names on a page and save them to a text file.
Read case →Compile journalist lists and search apartment listings
A reporter tested Manus on building a reporter list, searching NYC rentals and finding award candidates; results were thin at first, and a t…
Read case →Screen candidates and summarize resumes with AI
Commenters describe AI used to summarize resumes, mass-screen candidates, skip boolean queries, and an agent that screens candidates anytime…
Read case →Speed up a thesis literature review
Author used ChatGPT to summarize and structure a thesis literature review, and tried a tool that builds summaries from real papers to avoid …
Read case →Shop, play a game and compile course info with Operator
Operator played a deepfake game scoring 6/10, shopped for jeans, and compiled information about online courses from the author's website.
Read case →Answer questions from uploaded documents and school emails
In an Amazon demo, Alexa+ answers questions from an uploaded recipe or HOA document and summarizes forwarded school emails into the calendar…
Read case →Handle moving errands and reservations
A TechCrunch reporter used Operator for a week; a restaurant reservation needed many interventions and an electrician booking failed.
Read case →Test Devin on pulling Notion data into Sheets
Answer.AI testers found Devin completed only 3 of 20 tasks, succeeding at moving Notion data to Google Sheets and building a planet tracker.
Read case →Reserve a restaurant table through OpenTable
In a demo, Operator booked a 7 p.m. table at Beretta in San Francisco via OpenTable, first searching the wrong region before correcting and …
Read case →Try Devin on research tasks (mostly failed)
Answer.AI had Devin fetch an author's recent papers and research transcript summarization; it got stuck parsing HTML and returned generic re…
Read case →Test Devin on integrations, migration and security review
Answer.AI tried Devin on an observability integration, an nbdev migration and a vulnerability review; it found some real issues, hallucinate…
Read case →Schedule clinic appointments by phone with an AI agent
A clinic's automated phone AI handled the poster's appointment booking call instead of a human.
Read case →Draft a refund demand for an unauthorized renewal
The poster used ChatGPT to write a stronger message to Skillshare after an unauthorized $24 renewal, threatening a dispute and chargeback.
Read case →Build an AI to-do list web app in 9 hours with Replit Agent
The poster used Replit Agent V2 to build a fully functional AI to-do list web app in about nine hours.
Read case →Monitor tasks and open pull requests with long-running agents
A commenter runs a persistent script that watches tasks and uses Cursor to open pull requests, building a documentation summarizer and a dat…
Read case →Migrate an Electron app from Vue 2 to Vue 3
Kearney gave Devin repo access to migrate a production Electron app to Vue 3 and update npm packages, committing after every five components…
Read case →Find customer leads on Reddit and Twitter automatically
Poster built an agent that finds leads and ideal conversations on Reddit and Twitter on autopilot.
Read case →Build a buy-order imbalance scanner with Replit Agent
A commenter says Replit's agent built a working scanner for buy order imbalances using demo credits.
Read case →Call the DMV to schedule an appointment with a voice agent
Olivia Moore built a voice agent in under 30 minutes that phoned the DMV and scheduled an appointment for her.
Read case →Build a charting tool from blood test PDFs
Matt Stockton gave Claude his MyChart blood test PDFs and it produced a web app charting results over time and flagging abnormal values in a…
Read case →Build a chess game against a language model
An early tester asked Devin to build a chess game against a language model; it made good progress but eventually hung.
Read case →Build a Pong game and website from scratch
A tester asked Devin to create a basic Pong-style game and a website, and it finished both in under 20 minutes.
Read case →Build and deploy a Game of Life simulation site
In a vendor launch demo, Devin built an interactive Game of Life website, added requested features step by step, and deployed it to Netlify.
Read case →Plan meals and fill an Instacart cart
The author used ChatGPT with the Instacart plugin to build a daily meal plan and put the ingredients into a ready-to-order shopping list.
Read case →Write a parking ticket appeal that got dismissed
The poster used ChatGPT to draft an appeal of a street-sweeping parking ticket, and the ticket was dismissed.
Read case →Plan a family trip and pre-fill bookings
A reporter had ChatGPT Agent plan a 4-day San Diego trip: it searched flights, compared hotels, built an itinerary and pre-filled booking fo…
Read case →Book an airport hotel with ChatGPT Agent
Author had ChatGPT Agent pick and book a Gatwick hotel on Booking.com; it reached the card confirmation screen, then needed the author to ta…
Read case →Find and book a business lunch restaurant
NN/G tester had ChatGPT's agent find and book Brennan's in Houston; it took about 11 minutes and needed human help with details and guest co…
Read case →Book restaurant tables via OpenTable and Resy
In a hands-on test, Claude showed Resy availability but could not book, and ChatGPT's agent clicked through OpenTable but set the wrong part…
Read case →Find a stylist and prep a salon appointment
A CNET reporter had ChatGPT's agent research stylists and request booking details, but stopped it before it booked.
Read case →Book and reschedule patient appointments by phone and chat
AI agents handle booking, rescheduling and cancelling across phone, text and web chat for clinics, including after-hours calls.
Read case →Cancel streaming subscriptions with ChatGPT Agent
A writer had the agent cancel Peacock, Disney and Netflix after logging in; it needed a nudge and may be blocked on some sites.
Read case →Negotiate a lower Comcast bill via chatbot
DoNotPay's ChatGPT-based bot chatted with Comcast support for an engineer and secured a $10 monthly discount.
Read case →Fill in flight delay compensation claim forms
An agent checks what happened to a flight, works out compensation owed under the law, and fills in the airline's claim form, stopping before…
Read case →File a complex tax return with OpenClaw
OpenClaw built a Schedule C P&L from bank transactions, guided TurboTax entry for 4+ hours and caught an error in a prior accountant's work.
Read case →Compile deductions and Schedule C with Claude Code
Claude Code gathered charitable contributions and itemized deductions from sheets, email and statements and built a Schedule C; some categor…
Read case →Fill in a tax organizer and review last year's return
Claude in Chrome captured the organizer's fields and entered data, Claude Code filled them in, and Claude reviewed the prior return; it some…
Read case →Prepare S-Corp tax filings from bookkeeping data
Claude Code wrote scripts parsing QuickBooks and bank statements, and Codex reviewed the code and caught errors like a wrong Schedule L mapp…
Read case →Automate monthly bookkeeping with Claude Code
A newsletter operator has Claude Code rename files, categorize expenses, match invoices to payments and build summaries, cutting about 6 hou…
Read case →Fill out a Form 1040 with computer use
A tester gave Claude Computer Use data stored on disk and checked whether it could find the fields and fill a simplified Form 1040 accuratel…
Read case →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.
Read case →Plan meals, build grocery list and order food
ChatGPT Agent made recipes, a categorized grocery list with local prices and a Sheets export, and placed a DoorDash order but handed off for…
Read case →Build a grocery cart from purchase history
Instacart's AI assistant built a 27-item cart from the shopper's purchase history, turned dinner ideas into carts and flagged unavailable it…
Read case →Find a toy and start checkout with Operator
OpenAI's Operator picked a toy matching criteria and opened Target.com but did not complete the purchase, walking the user through checkout.
Read case →Let AI agents place DoorDash orders
DoorDash's dd-cli beta lets agents order food, with a demo of Claude completing a full order end to end.
Read case →Order pizza for a group with computer use
Anthropic engineers had Claude computer use navigate DoorDash and choose pizzas for a group.
Read case →Negotiate a car purchase between dealers
OpenClaw researched prices, searched dealer inventory, filled contact forms and played quotes against each other for $4,200 off; it messaged…
Read case →Get competing car quotes from dealerships and negotiate a lower price
An agent filled out web forms at 8-10 dealerships and emailed competing quotes against each other, reaching a deal that saved over $4,200 in…
Read case →Find coffee makers under $100 and add options to the cart
Perplexity Comet searched Amazon for coffee makers with a grinder, built a comparison table and added two options to the cart, stopping befo…
Read case →Hunt Black Friday TV deals against stated requirements
ChatGPT Agent searched deal guides and retailers for several minutes and returned five discounted TVs with buy links plus two cheaper altern…
Read case →Search for cheap round-trip flights from JFK
ChatGPT agent returned a table of dates and prices per destination that matched on checking, but gave no booking links so the reporter had t…
Read case →Fill out PDF forms like a W-9 from saved personal details
A Claude Code skill fills PDF forms from supplied details, saves the file and remembers reusable info; flat scanned PDFs are a limitation.
Read case →Search LinkedIn and submit tailored job applications
Claude Code drives a real Chrome browser to find matching jobs from a resume, collect them in a CSV, write cover letters, fill forms and sub…
Read case →Hunt for an apartment with an agent (partly failed)
A self-hosted agent surfaced broken links and mismatched descriptions at over $100 in credits; ChatGPT then compared listings and scheduled …
Read case →Run an overnight chief of staff for email and calendar
A Claude Code system triages email at 5:30 AM, preps the calendar, updates tasks, adds drive-time events from traffic data and time-blocks t…
Read case →Label school emails and draft parent replies
A parent's agent labels school and parent emails, drafts replies she edits and sends, and asks before adding dates to her calendar.
Read case →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 f…
Read case →Manage Home Assistant automations with Claude Code
Adam uses Claude Code via an MCP server to search entities, read automation traces and build and debug automations like a shed motion light.
Read case →Run family logistics and kids' education agents
A founder runs OpenClaw agents including a household logistics assistant and a kids' education agent; her first attempt wiped the family cal…
Read case →Run a homeschooling family on OpenClaw agents
A mom runs five OpenClaw agents that plan lessons from curriculum photos, manage the family schedule, and built a kids' TV app deployed to a…
Read case →Plan and book a movie date night
ChatGPT Agent picked seats on a theater site, paused for payment details, bought tickets after confirmation, and created a calendar event.
Read case →Automate Instagram DMs to potential matches
A developer built an OpenClaw and Claude script that browses Instagram, finds potential matches and sends DMs for him.
Read case →Research companies and fill a CRM for outreach
Claude Code researches target companies, creates Attio CRM records via MCP, builds personalized reports and drafts outreach; a first run con…
Read case →Run outbound sales workflows with Claude Code
Four workflows cover pre-call research, event attendee scraping, a daily hot-leads digest, and post-call CRM updates and follow-up drafts.
Read case →Find and vet ICP leads and plan outreach
An OpenClaw agent uses a CRM, Sales Navigator, Hunter.io and BrightData to find profiles matching the ICP, vet them and plan cold outreach c…
Read case →Answer customer support conversations with a Zendesk agent
A Zendesk AI Agent autonomously handles over 2,000 monthly product-question conversations for a client, letting three support staff move int…
Read case →Answer business phone calls with a voice agent
Small-business owners use AgentVoice agents to take customer calls, update records, send emails, log to HubSpot, filter spam and transfer re…
Read case →Answer after-hours calls and book appointments
The author set up a Synthflow receptionist that captured caller details and booked next-day appointments, and a Retell agent that answered c…
Read case →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 h…
Read case →Run social, SEO and content marketing with an agent
The author ran OpenClaw for four weeks with cron jobs, Telegram and MCP tools; one agent analyzed engagement and advised moving focus from X…
Read case →Manage 10 social media accounts with agents
The author runs 10 accounts with OpenClaw agents and cron jobs, reports follower growth, and added health checks after an analytics job sile…
Read case →Schedule social videos and posts through an agent
Users relay that their AI agent installed a scheduling skill, linked social accounts and scheduled about 100 videos; these are vendor-relaye…
Read case →Screen 115 job candidates with parallel agents
A team connected Notion to Claude Code, dispatching one agent per candidate to check data and GitHub evidence against a rubric, producing a …
Read case →Source and screen candidates with voice agents
An unnamed staffing firm used voice AI agents to contact and screen candidates, reportedly reaching 2,000 in a week; weak, vendor-adjacent a…
Read case →Reconcile monthly business transactions
Claude Code pulled a month of transactions over MCP and matched bank rows to receipts, proposing categories; it reconciled 200 rows but misc…
Read case →Keep company books with terminal coding agents
The author has kept books for several Swedish companies using Claude Code and Codex, which read receipts, matched bank rows, posted entries …
Read case →Search rentals and negotiate with landlords
An OpenClaw agent used browser automation to send 8 listing inquiries, tracked replies in a sheet and negotiated rent over three rounds in o…
Read case →Log tenant maintenance requests for rental properties
In a vendor demo, Claude Code connected to TIDY's MCP server logs maintenance requests, notifies a handyman and escalates an urgent issue.
Read case →Track personal finances with a Claude Code assistant
The author built a Claude Code financial assistant using macro data over MCP and his own financials to track his finances, assess health and…
Read case →Produce investment memos with Claude Cowork
The author walks non-developers through using Claude Cowork to produce a full investment memo in about 15 minutes and track the investment a…
Read case →Build an Excel portfolio tracker from trade logs
Claude Code reads a trade log, writes and runs Python, pulls live Yahoo Finance data and exports Robinhood trade history to build an Excel p…
Read case →Research and benchmark competitors into a deck and spreadsheet
ChatGPT Agent mode researched the top 5 UK coffee subscription companies, benchmarked their USPs, and produced a deck and spreadsheet from o…
Read case →Find outperforming YouTube videos and newsletter advertisers
Manus browsed YouTube for videos outperforming their channel size and identified 20 companies advertising in AI newsletters with contact det…
Read case →Build data pipelines and analysis for a research paper
A researcher used Claude Code as the main agent to build data pipelines and do the data analysis for a paper, generating over 98% of the cod…
Read case →Source recruiting candidates on LinkedIn and build valuation models
ChatGPT Agent logged into LinkedIn, filtered YouTube manager candidates in Bangalore into a spreadsheet, and in another demo built an Excel …
Read case →Run browser agents for small admin tasks
An educator tried agentic browsers that made a meeting poll, looked up and summarized colleagues' teaching schedules, and reformatted a slid…
Read case →Revise courses from student evaluation feedback
A professor had Claude Code summarize course-evaluation PDFs, filed themes as GitHub issues, and used agents to revise his security course a…
Read case →Manage Canvas courses in plain English
The author built a Canvas LMS tool with Claude Code that lets educators list courses, find missing submissions, monitor forums, schedule ann…
Read case →Launch and run an online store with AI agents
The author used an AI store builder to launch a retail shop taking real payments in one sitting, with five agents watching orders, stock and…
Read case →Run an autonomous loop that builds SEO pages and tools
An agent loop reading a revenue dashboard ran 365 cycles, generating 394 interlinked SEO pages and a webhook inspection tool with landing pa…
Read case →Automate freelance admin with a morning briefing agent
An OpenClaw agent sends a Telegram morning briefing, drafts weekly client status emails sent after one-tap approval, and chases follow-ups, …
Read case →Hand a one-person business to AI agents for a week
A solo owner handed their inbox and scheduler to a network of AI agents for seven days; the result was profitable but uncomfortable, with fe…
Read case →Book a New Delhi to Mumbai flight with computer use
The author ran Claude's computer use in a Docker demo to book a flight from New Delhi to Mumbai; Claude opened Firefox and started the searc…
Read case →Book flights with AI trip planners
A blog tested five AI trip planners on completing flight bookings; Kayak's agent finished through its own checkout, while ChatGPT Operator o…
Read case →Buy games, get mover quotes and book dinner with Muse
A reviewer had Meta's Muse buy a Switch 2 game, call four movers for quotes and help book an OpenTable restaurant.
Read case →Shop for shorts and handle email via an agent
A TechRadar reviewer had Muse find shorts in their size and request an Amazon login to buy, and also work on their email.
Read case →Find unpaid bills and suggest recipes from inbox
A WSJ reviewer connected her inbox and calendar to Muse, which found unpaid bills and suggested a recipe based on a produce delivery.
Read case →Buy homemade pizza ingredients from Walmart
A reviewer had ChatGPT Agent shop at Walmart for pizza ingredients, handing control back briefly for an anti-bot check.
Read case →Turn a handwritten grocery list into a cart
ChatGPT Agent transcribed 15 of 16 items from a photo, found the nearest store and added them to the cart, but missed onions and struggled w…
Read case →Plan Saturday errands and book haircuts
ChatGPT Agent planned errands, found salons with online booking and worked on booking kids' haircuts, with some steps needing human confirma…
Read case →Find a vintage lamp on Etsy
ChatGPT Agent worked 50 minutes and reported adding five lamps to the cart, but the user's own cart was empty as it ran on a separate comput…
Read case →Order pens and search for reservations and resorts
Operator found a 144-pack of pens on Staples after Amazon blocked it; restaurant booking failed and the resort search chose random dates.
Read case →Find London tours and order groceries
Operator found top-rated London walking tours on TripAdvisor, but its Instacart order went wrong by searching in the wrong city.
Read case →Order groceries with computer-use agents
The author tried Operator and two other computer-use agents on grocery shopping and found the experience too poor for ordinary consumers.
Read case →Phone a restaurant to book a full table
When online booking failed, OpenClaw built a calling app with an AI voice, phoned the restaurant and secured a last-minute cancellation.
Read case →Run a personal agent through Slack with memory notes and a live dashboard
The author runs OpenClaw on a dedicated machine, talks to it in Slack, keeps daily memory notes, and tracks its tasks and actions on a dashb…
Read case →Sort 2,200 Downloads files into folders with summaries
Cowork grouped a Downloads folder of 2,200 loose files by type and summarized each folder in under 20 minutes, mostly non-destructively.
Read case →Plan article topics and draft web articles
A web writer uses Cowork for keyword selection, building a topic table that checks overlap with past articles, and drafting articles that le…
Read case →Schedule meetings, tidy Drive and log reward balances
Claude in Chrome drafted meeting-slot emails from Calendar, sorted 900 Drive files into folders and removed about 50 duplicates, and replaye…
Read case →Scrape weekly Substack rankings and write a report
Claude in Chrome runs weekly to scrape Substack ranking data into a dataset, and Cowork analyzes it and writes a weekly report.
Read case →Fill slide decks and turn notes into formatted documents
Claude in Chrome fills a PowerPoint template from a short brief and turns scattered meeting notes into a formatted Word doc exported as PDF.
Read case →Shop for Raspberry Pi parts on Amazon with Claude
Claude searched Amazon for a Raspberry Pi, asked about mic and speaker options, and added items to the basket in about 15 minutes, slower th…
Read case →Run content research and sponsor outreach with Claude computer use
The author tested Claude computer use in Cowork and Claude Code over two days on six workflows including research, sponsor outreach and prod…
Read case →Build a Great Gatsby lesson plan in a spreadsheet
Ethan Mollick had Claude computer use build a high school Great Gatsby lesson plan with Common Core-aligned assignments in one spreadsheet.
Read case →Research a blog post with Claude computer use
The author used Claude computer use with Claude in Chrome to research the post itself, suggesting starting with a logged-in site and a speci…
Read case →Manage an inbox and build courses and budgets with Claude Code
A non-technical user filters their inbox to emails needing replies, turned 15 homeschool PDFs into interactive narrated courses, and built a…
Read case →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…
Read case →Build YouTube analytics reports and lead outreach with Claude Code
Claude Code pulled YouTube analytics via API into a verified Excel file, built a job-tracking app, and found and enriched sales leads with o…
Read case →Pull action items from emails with Claude Code
After seeing Claude Code extract and organise action items from emails in plain English, Becky tried it and built four apps in three weeks.
Read case →Fill forms and review tax filings with Codex computer use
Secondhand accounts of OpenAI staff using Codex computer use for forms and PDFs, including one tax filing review that caught an error worth …
Read case →Book a restaurant and draft a reschedule email with Comet
A reviewer had Comet find and reserve a Friday 7pm table and fill in a Gmail reschedule email, leaving the send to the user.
Read case →Book a gym tour and compare memberships with Comet
NBC tested Comet on job applications, shopping and a gym tour; it needed intervention, booked the tour after prodding, and built a price com…
Read case →Search flights with airline constraints using Comet
Comet searched Lisbon-to-Taiwan flights across chosen airlines with no 737 Max and one stop max, pulling live prices and reaching the passen…
Read case →Find and add high-meat cat food to a basket
A reviewer had Comet's assistant find the cat food with the most meat and add it to the basket, plus some product comparison and form fillin…
Read case →Plan a London walking tour and hunt cheap flights
The author used Comet as default browser for a month to plan a walking tour, search flights in set windows and draft emails, noting where it…
Read case →Generate websites, a course and a 318-page ebook
A newsletter author used Manus over three days to produce websites, interactive courses and a 318-page ebook from simple prompts.
Read case →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.
Read case →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.
Read case →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.
Read case →Research hotels and pull tax documents with Chrome auto browse
A tester used Gemini in Chrome to research Lisbon hotels across sites and fetch tax documents from payroll portals; it stopped before placin…
Read case →Triage an inbox and plan a trip with Gemini Agent Mode
A writer had Gemini archive messages in 100+ unread emails and leave reply drafts, and describes it comparing hotel prices and holding a roo…
Read case →Order dinner by voice via Grubhub and Uber Eats
A writer ordered dinner conversationally with Alexa+ through linked Grubhub and Uber Eats accounts, including customizing and changing the o…
Read case →Research and help rebook a flight with an always-on agent
An Every writer's Dot researched a flight change and flagged a clash with a colleague's recording, learned from a Slack discussion.
Read case →Book restaurants, research and build sites with ChatGPT Dots
The author tested Dots on a restaurant booking, research and site-building; booking completed slowly, research and building were useful, cal…
Read case →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 perso…
Read case →Clear leftover installers and fetch a YouTube transcript
Scout ran PowerShell to delete 31 leftover installers (4.4 GB) after asking permission, and installed a tool to save a YouTube transcript wh…
Read case →Run marketing research and copywriting drafts with agents
The author built OpenClaw-style agents for research, content structure and first-draft copy; research saved 2-3 hours a week and agents need…
Read case →Triage inbox, draft replies and manage calendar from a desktop agent
A reviewer used Scout to summarize a Microsoft 365 inbox, draft replies, manage calendar events, browse and work with local files; it needs …
Read case →Hand narrow code changes to Devin for pull requests
A team used Devin for a month on small fixes like chart formatting and API edge cases, with tests and PRs; a complex full-stack task went po…
Read case →Add a third-party API integration via Devin PR
Devin opened a PR with the endpoint and backend wiring that was merged, but missed API key logic, code style and abstraction, needing review…
Read case →Build and test a simple endpoint project with Devin
A reviewer had Devin set up a project, write code, install dependencies, test endpoints and add error handling in about 4 minutes on a simpl…
Read case →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 c…
Read case →Build apps, debug repos and set up CI/CD with Devin
A review lists Devin building a full-stack to-do app, debugging a public repo with a PR, and doing Docker setup, deployment and CI/CD.
Read case →Build a searchable map of funded companies
A software engineer had Replit Agent build a searchable map of Wefunder brick-and-mortar companies in about 3 hours for about $22.
Read case →Build a full web app with database, storage and landing page
The author used Replit Agent to build a Postgres-backed web app with image storage, analytics and a landing page; an S3 switch failed and wa…
Read case →Build and deploy a Hacker News scraper app
Replit Agent generated a scraper, database models, API endpoints and front end that stores and shows Hacker News items, then deployed it.
Read case →Ship a backlog landing page from a ticket spec
Cursor's background agent built a pricing landing page from a short spec in about 5 minutes on a new branch and opened a PR.
Read case →Prototype product features as a non-coding PM
A founder used Cursor agents to find prototype gaps, draw ASCII wireframes, and plan and implement a feature with parallel agents in worktre…
Read case →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 in…
Read case →Send tone-adjusted overdue invoice reminders
An n8n agent checks customer payment statuses, finds overdue invoices, picks a polite or firmer tone by days overdue, and emails reminders, …
Read case →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.
Read case →Screen job applications and summarize in a digest
A hiring manager used Zapier Agents to pull in applications on a schedule, summarize them, filter out mismatches, and optionally reply to ap…
Read case →Research calendar guests and send a Slack briefing
The author built a Zapier agent that researches Google Calendar guests via web search, drafts a short summary, and sends it on Slack.
Read case →Spin up a customer-support agent from a prompt
The reviewer prompted Lindy to build a support agent, connected Google and Slack, and had it ready to run; only setup was described, no long…
Read case →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…
Read case →Resolve routine support tickets and prep daily briefings
Lindy agents handle routine support tickets and, for one founder, prepare daily briefings and manage calendar conflicts, per a vendor-publis…
Read case →File airline delay compensation and rebook a flight
A user had Muse file for compensation after a 7-hour delay, getting a $250 Delta credit, rebooking a new flight and answering the support em…
Read case →Book flights with credits and manage reservations
A user had Muse use unused Southwest credits to book a flight, watch for better seats, handle OpenTable reservations and keep a trip dashboa…
Read case →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 car…
Read case →Find cheaper car insurance
A startup founder said Muse found car insurance costing $3,500 less per year than his original plan.
Read case →Negotiate bills, handle returns and cancel subscriptions
A Meta employee said Muse negotiated an AT&T bill, found Amazon returns, returned IKEA furniture and filed a vet claim; another had a forgot…
Read case →Find subscriptions and cheaper phone plan to save money
A reporter's Muse flagged Patreon and Substack subscriptions and a cheaper phone plan, about $35 in useful savings, far below $1,000.
Read case →Find idle cloud charge in receipts and get refund
Muse reviewed a year of receipts, found an idle Google Cloud database costing $9.54 a month, and drafted a follow-up that got $114.14 waived…
Read case →Catch fraudulent charges and recover subscription money
Users said Muse caught a recurring fraudulent charge the bank missed and found a forgotten book subscription and got the money back; savings…
Read case →Handle an IKEA return end to end
Muse dealt with IKEA customer service and scheduled the pickup, which showed up at the user's door after he had forgotten about it.
Read case →Build and order a grocery cart from an idea
Through the Instacart connector, Muse turns an idea like Taco Tuesday into a cart at the preferred store, checks out and arranges delivery.
Read case →Prep meetings and check inbox against calendar with Muse
The author ran work tasks in Muse: it found the right email thread for meeting prep and cross-checked emails against the calendar for confli…
Read case →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 request…
Read case →Audit AI tool subscriptions from email receipts
A tester had Muse scan connected accounts and receipts and list over a dozen AI tool subscriptions, flagging overlaps, though it missed some…
Read case →Build an iCloud skill with a Muse agent
A screen-reader user asked their Muse agent to build an iCloud skill and it produced something, but accessibility problems with the text fie…
Read case →Audit hundreds of pull requests with a terminal coding agent
In an independent test, Muse Code audited 222 pull requests in under five minutes for about ten cents, but also built a plan on a Google pro…
Read case →Triage issues and open fix PRs with a GitHub bot
A cookbook shows a GitHub bot that triages issues, reviews PRs, answers questions with citations, flags AI-slop contributions, and opens pat…
Read case →Track subscriptions and renewals from Gmail
The writer used ChatGPT Agent to search Gmail for renewal emails, extract service, date and cost into a list, and ask before unsubscribing; …
Read case →Negotiate bills by emailing providers to match competitors
A ChatGPT workflow finds bills in statements, looks up competitor prices, emails providers via Gmail asking them to match, and summarizes ou…
Read case →Find and rebook flights for a trip
A former travel worker had ChatGPT search flights via Kayak and suggest earlier return options, then booked a Houston-to-NYC flight.
Read case →Build an Instacart grocery cart from a chat request
A reporter connected Instacart to ChatGPT, which assembled the cart for formula, ice cream and fruit and opened a checkout confirmation in c…
Read case →Order office groceries from Slack requests
A startup's OpenClaw agent collects Slack requests, compiles a list, gets approval, builds the Instacart cart via ChatGPT's app, and posts t…
Read case →Research laptops and build a comparison table and deck
The reviewer had ChatGPT Agent research budget laptops over about 30 minutes; research was decent but the deck looked cheap. It also built a…
Read case →Find and buy a same-day-delivery fern as a gift
In Agent mode the author had ChatGPT search local plant shops and fill the checkout form, stopping for him to click buy, then reported the o…
Read case →Run marketing tasks like getting past gated lead forms
An SE Ranking marketer tested ChatGPT Agent on marketing tasks including a gated HubSpot report; it fully succeeded in only two of five runs…
Read case →Compile an annotated bibliography and draft a paper
ChatGPT Agent searched academic databases for recent open-access empirical papers, grouped them by field, wrote an annotated bibliography, n…
Read case →Collate WHO data into a multi-tab spreadsheet
Testers had ChatGPT Agent navigate the WHO site, extract the latest data and organise it by indicator, country and trend; it often fails on …
Read case →Run portfolio, attribution and real estate analyses with Agent Mode
A reviewer ran ChatGPT Agent Mode through five business tests, including equity portfolio analysis, marketing attribution and real estate sc…
Read case →Compile genealogy research into a spreadsheet and plan
A commenter had ChatGPT build a spreadsheet for her genealogy research, and agent mode was recommended for compiling and formatting findings…
Read case →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 re…
Read case →Research AI training case studies and build a summary deck
A team had Agent Mode research case studies from McKinsey, PwC and similar firms and make a slide deck in 32 minutes, with some image and ov…
Read case →Play online math games in agent mode
The author had GPT-5 in ChatGPT agent mode play online versions of Math Games with Bad Drawings, and it mostly worked, unlike earlier rental…
Read case →Test a browser agent on web games
Researchers had ChatGPT Atlas's browser agent play T-Rex Runner, Sudoku, Flappy Bird and Stein.world; it did well on logic puzzles like Sudo…
Read case →Play Pokémon Silver on an emulator via Computer Use
A user had ChatGPT with Computer Use control a Pokémon Silver emulator, picking a starter and starting a playthrough, though usage limits we…
Read case →Let general-purpose agents choose and play their own games
AI Village gave agents a computer to pick games; GPT-5 spent the week on Minesweeper without winning and built a Google Sheets scoresheet to…
Read case →Make a dinner reservation with Operator
Marily recorded her first try using Operator to make a dinner reservation, liking that it skipped searching and detail entry, but found it s…
Read case →Test Operator on legal paperwork, party planning and shopping
The author tried Operator on five use cases; party planning was 'meh' and Amazon shopping failed because it couldn't add items to the cart.
Read case →Research sales leads with Operator
Testers ran Operator on lead research; after a CAPTCHA handover it lost its mission and returned generic company profiles instead of qualifi…
Read case →Collect financial data on 100 independent schools
A writer had Operator gather financial data for independent schools in the background; it was slow and was stopped after about 25 schools, t…
Read case →Build a benchmark image collage in Canva
The author had ChatGPT Agent log into Canva and build a collage of benchmark results; after over 75 minutes the result was poor as it fumble…
Read case →Play Wordle in a browser with a computer-using agent
Researchers had OpenAI's Computer-Using Agent play NYT Wordle; it solved only 5.36% of about 200 runs, mainly from misreading tile colors.
Read case →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…
Read case →Pre-stage household grocery carts from Instacart history
An OpenClaw add-on scrapes Instacart order history, predicts what the household is running out of, fills the cart twice weekly and texts; no…
Read case →Buy products through an agent and track the order
Per Rye, a user had his OpenClaw agent find products and check out via Rye's checkout API, with items delivered and order status polled afte…
Read case →Run a VC analyst agent over Telegram
A VC set up an OpenClaw agent as an analyst on a cheap VPS, reachable by Telegram, which he says could save dozens of hours per quarter.
Read case →Build searchable knowledge bases from videos and papers
An OpenClaw agent runs a YouTube summariser and a paper-condensing tool, saving Markdown into two indexed knowledge bases for videos and pap…
Read case →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.
Read case →Have an agent play Forza Horizon and web games
Developers showed OpenClaw playing Forza Horizon on its own, imperfectly, and built playable bots for a multiplayer web game.
Read case →Play Doom with computer-use agents as an informal benchmark
The OpenClaw team used computer-use agents to play Doom on remote machines, treating game performance as an informal way to improve the comp…
Read case →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 whe…
Read case →Edit video through chat with subtitles and export
A developer built an OpenClaw skill that sends chat requests like Chinese subtitles and mp4 export to a backend video editor and returns the…
Read case →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.
Read case →Investigate broken builds and merge fixes
OpenAI's internal OpenClaw agent Androidclaw uses Git, GitHub and logs to investigate broken builds, trace problems to incidents, and someti…
Read case →Triage failed GitHub Actions runs and self-heal flaky tests
A QA engineer's OpenClaw agent reads failed CI logs, classifies failures, posts analysis to GitHub and Slack and opens issues; flakiness fel…
Read case →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 …
Read case →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 …
Read case →Find recurring subscriptions in bank statements
Cowork reads a folder of bank statements, finds recurring charges and builds a dashboard of active and cancelled subscriptions and monthly s…
Read case →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.
Read case →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 T…
Read case →Drive a 7-axis robot arm with natural language
OpenClaw is taught a skill and rules for the NERO arm, then writes and runs Python control scripts from plain-language movement requests.
Read case →Fill a grocery basket from a regular-items sheet
Claude in Chrome added about 24 items to an ASDA basket from a Google Sheet, but the user still had to fix items and check out.
Read case →Handle household logistics and bills with Cowork
The author ran Cowork for weeks on family logistics, recurring bills, meal planning and a child's activity schedule.
Read case →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 m…
Read case →Find and score leads from social post engagers
A Cowork agent scrapes LinkedIn post engagers via Apify, enriches via Apollo, scores them against an ideal customer, and drafts outreach for…
Read case →Reconcile bank statements with invoices
Cowork cleaned vendor names, categorized expenses, matched invoices to transactions, flagged missing ones, built an Excel file and renamed i…
Read case →Email Houston dealerships to shop for a car
Cowork built a dealership tracking sheet, sent outreach emails, filled web forms and managed replies; a separate 100+ receipt expense job hi…
Read case →Run a daily chief-of-staff agent across inbox, calendar and CRM
A surgeon runs about twenty scheduled Cowork tasks that triage email, prep meetings, flag stale deals and leave drafts ready in a dashboard.
Read case →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.
Read case →Automate recurring work with scheduled Cowork tasks
The author tested six scheduled tasks: email briefings, file cleanup, Stripe reporting, invoice reconciliation, notes tidying and flight pri…
Read case →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.
Read case →Build a 12-day homeschool curriculum from PDFs
Cowork read 12 PDFs of worksheets and reading material, organized them by subject and built a 12-day curriculum to the requested schedule.
Read case →Build Godot games with paired design and coding agents
Cowork handles design docs, task queues and playtests while Claude Code writes GDScript and runs Godot and git.
Read case →Take a video from thumbnail to published with promo posts
Cowork proposes a Figma thumbnail, uploads the video to YouTube with metadata, and drafts and schedules X, Bluesky and LinkedIn promo posts.
Read case →Generate a daily podcast briefing from newsletters
The author tested Cowork on a morning podcast from newsletters via Readwise and n8n MCP, plus video and 3D print design, noting what worked …
Read case →Repurpose a newsletter into social content
One Cowork prompt turns a finished newsletter into a carousel, reel script, LinkedIn post and Substack note; it also built a Notion hub.
Read case →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 acro…
Read case →Repurpose customer interviews into posts and newsletter copy
A reusable Cowork skill turns one customer interview into a blog post, LinkedIn update and newsletter paragraph, with human review at each s…
Read case →Reverse engineer Claude Desktop to find a path to Linux support
A maintainer pointed Claude at the minified Claude Desktop app to find why Cowork only runs on macOS; it found the VM and sandbox layers and…
Read case →Run a home robot through Claude Desktop
Tal Raviv controlled a robot via Claude Desktop with his usual email and calendar tools; it proposed patrolling the house and publishing a f…
Read case →Check hotel reservations and guest check-ins on Booking.com
A small-hotel owner in Riga runs scheduled Cowork tasks that use Claude in Chrome to check reservations and verify check-ins in the Booking.…
Read case →Shortlist business-trip hotels into a Google Sheet
A Claude in Chrome shortcut searches Booking.com for hotels near downtown under a price cap and logs each with price, rating, distance, amen…
Read case →Book flights and hotels, stopping at payment for approval
Claude Cowork drove the browser through Claude in Chrome to book 8 flights and 5 hotels, filling traveler details and seats and pausing at p…
Read case →Book travel and find restaurant reservations
Claude books flights and hotels in a company travel system, and a prompt finds top-rated restaurants, identifies their reservation systems a…
Read case →Negotiate a billing credit from AT&T
Claude in Chrome negotiated a $100 credit from AT&T in a billing dispute with no human involvement, one of five use cases tested.
Read case →Fight consumer claims and recover refunds
The author uses Claude and its Chrome extension to file complaints and dispute charges, reporting ten wins and over $12,000 recovered, while…
Read case →File FSA reimbursement claims from invoice PDFs
Claude Code with the Chrome extension parsed Amazon invoice PDFs and spotted duplicates, but couldn't upload files and was slow, so the user…
Read case →Automate web-form entry and Gmail cleanup
The author tested Claude for Chrome on repetitive forms, where it started entering wrong data and slowed down, and on archiving newsletters …
Read case →Set up Google Ads campaigns through the UI
A non-engineer PM had Claude in Chrome operate Google Ads to create four US English campaigns with headlines and copy; a short test showed a…
Read case →Summarize 20 articles into a cited document
An agent extracted key insights from 20 articles, found common themes and produced a cited summary; the write-up estimates 18 minutes versus…
Read case →Test local web apps and fix errors in one session
Claude Code with Claude in Chrome writes code, opens localhost, clicks through the UI, reads console errors and fixes them without the devel…
Read case →Debug frontend UI bugs with a browser agent
A frontend developer pairs Claude in Chrome with Claude Code to open the app, click through it, read the DOM, check console errors and netwo…
Read case →Edit and migrate Substack posts with a browser agent
The author gave Claude in Chrome three Substack tasks (live edit, post migration, note insertion), walked away, and returned to find all thr…
Read case →Shop on Amazon and build pages with the Claude Chrome extension
A reviewer used the Claude Chrome extension for Amazon shopping, building an interactive model timeline from one prompt, and translating and…
Read case →Audit and fix a Home Assistant setup
The writer had Claude audit their Home Assistant config, using the Chrome connector to click through the dashboard and paste config blocks i…
Read case →Review IRS Tax Court case files and draft a settlement letter
A Tax Court defendant used Claude in Chrome to open and summarise portal documents in about 20 minutes, then Claude Desktop and Claude Code …
Read case →Prepare federal and state tax returns from a folder
A Redditor pointed Claude at their tax folder and asked it to do their taxes; they say returns for 2024 and 2025 came back in 15 minutes and…
Read case →Bulk-unsubscribe from Gmail newsletters
A PCWorld writer had Claude Cowork pick newsletters safe to cut, then unsubscribe in bulk via the Chrome extension with a JavaScript functio…
Read case →Find vegetarian restaurants and save notes via computer use
The author ran Anthropic's computer-use demo in Docker and had Claude find 5 vegetarian-friendly restaurants near Bond Street and save detai…
Read case →Hand a day of busywork to Cowork
The author gave Cowork a day of busywork, including pulling numbers from three sources into a report that needed light editing and a schedul…
Read case →Search literature and write notes into Zotero
A researcher uses Claude to search Google Scholar, follow citations, query a Zotero library in natural language, and write summary notes int…
Read case →Click through macOS app builds to catch visual bugs
A developer used Claude Code computer use to compile, launch, and click through macOS app screens to find layout bugs.
Read case →Autonomously test an entire iOS app and report bugs
A tool lets Claude Code drive an iOS app through the accessibility tree, tap every screen, and return a structured bug summary.
Read case →Let agents play computer games all day
Agents including Claude Opus and o3 were given computers to independently play games like 2048 for hours.
Read case →Audit subscriptions and email companies to cancel them
Claude Code pulled transactions across credit cards, flagged recurring charges, and drafted cancellation emails, recovering $700.
Read case →Build a personal tax refund calculator instead of paying a CPA
A user had Claude Code build an interactive tax calculator using 2025 tables to avoid a $300 CPA fee.
Read case →Reverse engineer a classic game ROM via Ghidra MCP
The author connected Claude to Ghidra through MCP to analyze and rename functions in an Atari River Raid ROM.
Read case →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.
Read case →Extract vendor PDFs and create QuickBooks invoices
A custom integration built with Claude Code extracts data from vendor PDFs and creates categorized invoices in QuickBooks Online.
Read case →Track personal finances nightly from bank emails
A non-coder had Claude Code build a finance tracker that pulls bank emails, categorizes spending, and runs nightly on a Raspberry Pi.
Read case →Build a newsletter performance dashboard without coding
A non-coding media operator had Claude Code build a dashboard tracking newsletter performance across a network in about 30 minutes; a solo C…
Read case →Run life admin and to-dos from Claude Code
A new mom and entrepreneur uses Claude Code to capture to-dos, break overwhelming tasks into 10-minute first steps, and learn her preference…
Read case →Extract expenses from credit card statements into Excel
The author had Claude Code read a folder of credit card statements, learn his patterns, and put relevant expenses into an Excel sheet, savin…
Read case →Build prospect lists and cold emails from the web
Claude Code driving the author's logged-in Chrome read seed pages and LinkedIn profiles to find 25-30 sourced prospects; about 20 emails sen…
Read case →Rewrite low-CTR meta titles and audit sites for SEO
An SEO agency tests Claude Code with a CMS API and Search Console to rewrite meta tags for low-CTR pages, push changes, and audit robots.txt…
Read case →Audit a blog's SEO with a browser
A developer used Claude Code with Puppeteer MCP to browse their blog, check meta tags, speed, structured data and mobile views, and write a …
Read case →Generate ad variations and pull campaign data for growth marketing
Anthropic's growth marketing team used Claude Code to flag underperforming ads from a CSV and generate hundreds of Google Ads variations, pl…
Read case →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.
Read case →Triage support tickets and draft replies
A Claude Code skill builds scripts against support, billing and database APIs to list and triage tickets, gather billing context, draft repl…
Read case →Link journal entries and write book reviews in Obsidian
The author uses Claude Code in their Obsidian vault to add backlinks and entity notes to journal entries and to turn brain dumps into format…
Read case →Search years of research files in an Obsidian vault
Claude Code, guided by a CLAUDE.md, searches research papers, scans and PDFs via Spotlight, extracts text, and files daily notes in dated fo…
Read case →Synthesize interview transcripts and PDFs for research
Claude Code is pointed at transcripts and PDFs to produce theme summaries, evidence tables and annotated bibliographies; a UX researcher run…
Read case →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…
Read case →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 con…
Read case →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 bro…
Read case →Index a newsletter archive and repurpose writing
Per the guide, Casey Newton used Claude Code to index 818 newsletter editions in under 30 minutes, and writers audit note vaults and turn es…
Read case →Migrate a SaaS from AWS to DigitalOcean
A developer used Claude Code as a pair programmer for provisioning, database seeding, SSL, DNS cutover and production debugging, finishing i…
Read case →Migrate a legacy product stack with Claude Code
An engineer ran a proof-of-concept that consolidated 4 repos into 2, moved MySQL to PostgreSQL, upgraded frameworks and replaced the auth mo…
Read case →Migrate toolchain, architecture and site design with Claude Code
A developer had Claude Code switch a monorepo to oxlint/oxfmt, restructure the architecture and redesign a site, validating in a loop; the r…
Read case →Build and balance a live Telegram RPG
A non-coding PM had Claude Code write a Telegram RPG bot, deploy it over SSH, and run tens of thousands of test fights to rebalance classes.
Read case →Build a 2D platformer game without coding
A content creator with no coding experience used Claude Code to build a black-and-white wave-combat platformer in HTML canvas and played it …
Read case →Build retro games with a child using Claude Code
An author builds games like a space shooter and an animal hospital game with his 7-year-old, using pixel art assets and a spec drafted via C…
Read case →Add a battle-of-Alesia expansion to a 1990s game remake
Nate Combs used ChatGPT for research and a prompt, and Claude Code implemented the expansion, iterating on his playtest feedback.
Read case →Plan a vacation with a custom Codex-built website
Claire had Codex research hotels, map them on Google Maps and deploy a trip site from her phone; its browser also navigated to checkout for …
Read case →Recommend a hotel from client notes using Codex
A travel advisor had Codex use client notes to recommend a Belmond hotel in Italy, checking live booking engines and generating a detailed W…
Read case →Email scheduled project summaries with Codex
A guide sets up a Codex automation that reads project files on a schedule and emails a weekly summary via the Gmail plugin.
Read case →Summarize transcripts and build documents with Codex
A guide shows Codex summarizing transcripts into a Word doc, building an Excel revenue model and making carousel images from a document.
Read case →Rank CRM prospects and draft outreach with Codex
A demo has Codex pull CRM data, rank top accounts, and build a 13-slide deck with per-account strategy and draft outreach emails.
Read case →Make daily safe SEO fixes with a Codex automation
A scheduled Codex automation reviews analytics and SEO notes each morning, picks five safe fixes like internal links and metadata, and appli…
Read case →Handle family errands and recipe sorting with Codex
A communications professional had Codex email her son's doctor for a refill and sort 240 recipes down to 62 family-fit ones into an index, s…
Read case →Run Codex tasks on your Home Assistant config
An integration starts Codex CLI tasks against a Home Assistant config to diagnose failing automations, check dashboards for broken cards and…
Read case →Automate a weekly arXiv paper triage
A weekly Codex automation searches arXiv for keywords, logs new papers to a CSV, sorts them into keep/skim/drop buckets and can check claims…
Read case →Screen research papers against criteria
Codex reads a folder of PDFs to find articles that disagree with an argument, screens about fifty papers for a systematic review, and cleans…
Read case →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.
Read case →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 th…
Read case →Diagnose a killed process on a server
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.
Read case →Build a racing game from a single prompt
Codex made a racing game with multiple racers, eight maps and items from one prompt, acting as designer, developer and QA tester by playing …
Read case →Generate a robot arm CAD model from one prompt
A text-to-cad skill let Codex produce a 7-DOF robot arm with kinematics, a GUI and STEP parts in one demo prompt, though not the gripper.
Read case →Repair formal proofs for a verified garbage collector
Codex edited files and ran builds to repair CertiGC proofs; it handled local repair well, but humans had to check that its invariants preser…
Read case →Book a Southwest flight from a search
A Travel Weekly reporter had Comet book a chosen Southwest flight on a logged-in account, selecting the fare and entering personal details.
Read case →Shortlist destinations and compare stays
Comet shortlisted sunny destinations by flight time from Amsterdam, then pulled Airbnb and Booking.com listings into a comparison table.
Read case →Fill out booking forms automatically
A reviewer had Comet fill out booking forms and a questionnaire across several sites, pausing only to confirm completion.
Read case →Build an Instacart list for a charcuterie board
Comet added about 20 items to an Instacart cart from ShopRite in about five minutes, choosing cheapest or bestselling items, and declined to…
Read case →Research restaurants and hotel availability for trips
A writer used Comet to browse Michelin restaurants for Copenhagen, check Japan hotel availability, and look for deals.
Read case →Scrape startup directories for leads in parallel
The author used Comet to spawn multiple agents scraping ProductHunt for cold leads who could benefit from Reddit marketing.
Read case →Find laid-off LinkedIn prospects and draft outreach
Comet scanned LinkedIn posts through her logged-in account, pulled names and links, and drafted outreach notes for review in under a minute.
Read case →Automate LinkedIn content creation
The author used Comet to automate their LinkedIn content workflow and reports 5 unexpected Gumroad sales.
Read case →Run marketing prospecting and SEO research
Comet found growth-signal e-commerce companies, built contact lists with Gmail drafts, mined Reddit for SEO questions, and audited a checkou…
Read case →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.
Read case →Compile recent LLM research papers into a Word doc
Comet found major LLM/agent training papers from six months with links and analysis, then saved them to a Word doc via Outlook.
Read case →Open recent protein-ligand structures in PDB
A researcher had Comet find the three latest GSK3B protein-ligand complexes in the PDB and open each in Ligand Interaction view.
Read case →Research conference speakers and organize tabs
Comet researched 50 HumanX speakers, surfaced themes and podcast guests, built a camera spec table, and cleaned up tabs.
Read case →Find Reddit threads on reader pain points
A newsletter writer had Comet find Reddit threads on reader pain points, finding extra sources in about 15 minutes without intervention.
Read case →Email a daily AI news brief and build slide decks from tabs
Comet searches the day's AI news, picks the top 5 stories and emails a brief, and merges tagged tabs and reports into a cited Google Slides …
Read case →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.
Read case →Book hotel rooms across booking engines
Manus was tested on 11 hotel booking engines and got through date and room selection on 8, but handed back at payment details so no booking …
Read case →Research hotels for a 14-day Japan trip
Manus searched Booking.com for well-rated hotels, cross-checked reviews and transit, and returned three options per city; the author rated i…
Read case →Research buying a yak
Manus navigated sites, handled pop-ups and summarized findings, but took 15 minutes, used 300 credits, and needed manual takeover when stuck…
Read case →Find Prague apartments and contact landlords
Manus browsed listings and returned five apartments, but looped and made mistakes when asked to email landlords to schedule viewings.
Read case →Research dentist offices and build an outreach CRM
Manus found 40+ Los Angeles dental offices with contact details across directories, then built a CRM app with dashboard, profiles and notes.
Read case →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 loope…
Read case →Build an expense and inventory tracking app
A user had Manus create an app to track their business expenses and inventory, and says it works as envisioned.
Read case →Review Meta ad performance inside Ads Manager
An agency tested Manus on a real ecommerce client's Meta ads account; it reported a 14.25x ROAS against an actual 1.76x and corrected itself…
Read case →Run first-pass topic research, then verify references
A commenter uses Manus for first-pass research, then has Genspark double-check every reference and flag problems.
Read case →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 fas…
Read case →Extract CRM pricing and ratings into a spreadsheet
A reviewer had Manus visit the top 15 CRM sites and pull pricing tiers, free plan limits and G2 ratings into a spreadsheet; long tasks were …
Read case →Build a consultancy-style deck from a vague prompt
The author had Manus Slides research sources and build a 16-slide outline on 2025 generative AI trends in UK English.
Read case →Generate slide decks from titles and a branded template
A reviewer had Manus find content for slide decks and produce a monthly marketing report in an uploaded PPTX template; editing tools were li…
Read case →Make an AI trends presentation
The author had Manus 1.6 Lite build a 2026 AI trends deck; research was deep but generation took over 10 minutes and slides were monotonous.
Read case →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.
Read case →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 presentat…
Read case →Code a 3D plane game in the browser
A Hugging Face product head prompted Manus to build a Three.js plane-control game and got an animated 3D browser game.
Read case →Build interactive web games from prompts
Per an influencer's tests, Manus built a role-play web game as Google's CEO in about an hour and a match-three puzzle game with tech logos.
Read case →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.
Read case →Compare grocery prices across stores from a list
A tech worker built a Gemini browser agent that takes a typed or scanned handwritten grocery list and compares prices on Amazon Fresh and Fl…
Read case →Find holiday gifts and check stock and sales
A writer used the Gemini app and its agentic feature to find gift ideas and retailers and check stock and sales, noting some features weren'…
Read case →Summarize emails and draft replies with Gemini Gem flows
The writer plugged a custom Gemini Gem into Workspace Studio flows that run in the background, summarize Gmail messages and create draft rep…
Read case →Resolve customer calls proactively with AI agents
TELUS uses Gemini Enterprise for CX agents to proactively resolve customer calls; Google's case study reports 30% of calls resolved and issu…
Read case →Run voice and chat support assistants with memory
AT&T deploys Gemini-based voice and chat assistants with 60-day memory, reporting 20% more inquiries fully automated.
Read case →Build scored sales lead profiles and outreach drafts
The author built a pipeline with Gemini Deep Research, NotebookLM and Sheets that produces a scored lead profile and outreach draft in under…
Read case →Resolve bank customer chats with an AI chatbot
Commerzbank's Bene chatbot, now on Gemini, handles over two million chats and resolves 70% of inquiries.
Read case →Edit existing video clips with plain-English instructions
A creator tested Gemini Omni Flash over 36 hours, editing clips in place from typed instructions while preserving lighting and camera angle,…
Read case →Turn a blog post into an animated infographic
A content creator fed a blog post into Gemini Canvas, which produced a coded animated infographic using brand colors and audience details fr…
Read case →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.
Read case →Fix a broken Delete button in a GitHub repo
The author had Jules clone a repo and fix a Delete button so it disables deletion of content older than two hours, with tests added unprompt…
Read case →Play Pokémon Blue with an agent
The Gemini Plays Pokémon agent reads game RAM and screenshots, turns actions into button presses, and uses pathfinder and boulder-puzzle sub…
Read case →Navigate Goat Simulator 3 with a game-playing agent
Gemini-powered SIMA 2 navigates Goat Simulator 3, and a human player can direct it to improve its performance.
Read case →Build a match-3 game from a single prompt
An author prompted Gemini 3 Pro once to produce a working Candy Crush-style game with a shareable link, and says a non-technical friend did …
Read case →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.
Read case →Hunt for unpatched vulnerabilities in SQLite commits
Google's Big Sleep agent reviewed recent SQLite commits starting from a patched bug and found an exploitable flaw, which was fixed before re…
Read case →Find security flaws in open-source software
Google's Big Sleep agent reported about 20 security flaws in open-source software, following its SQLite find.
Read case →Solve open math problems autonomously
DeepMind's Aletheia agent on Gemini Deep Think was evaluated on 700 open Erdős problems and autonomously solved four.
Read case →Reverse engineer legacy systems without source code
Thoughtworks consultants used Gemini 2.5 Pro in a two-week pilot to produce validated blueprints of legacy systems' functionality.
Read case →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 command…
Read case →Orchestrate a Spot robot through multi-step tasks
Gemini Robotics ER 2 drives a Boston Dynamics Spot, watching video to confirm tasks like tying a trash bag are done before moving on.
Read case →Sort waste using local recycling rules
Gemini Robotics-ER 1.5 looks up local recycling rules online, then plans and sorts objects into compost, recycling and trash bins.
Read case →Set up nightly smart-home routines by voice
A parent told Alexa+ to dim lights and lower the thermostat at 9 p.m. nightly, and it built the automation on the spot.
Read case →Build Alexa routines to regulate a daily schedule
A TechRadar writer set Alexa routines to check mood and water intake at 11AM and 3PM and remind about lunch, saying it helped their day, wit…
Read case →Auto-buy items when the price hits a target
Alexa's shopping assistant sets price alerts and can auto-buy Amazon-fulfilled items at a target price with the default payment method, and …
Read case →Schedule recurring restocking of household essentials
Users create Scheduled Actions in Alexa for Shopping to add kids' snacks monthly and restock pet food, paper towels and detergent; vendor ma…
Read case →Turn a handwritten list into a grocery order
A TechRadar writer scans a handwritten shopping list into Alexa and places an Amazon Fresh or Whole Foods order from it to avoid crowded sto…
Read case →Order groceries from Amazon Fresh and Whole Foods
Alexa+ orders groceries, tracks past purchases and remembers recipes and dietary preferences.
Read case →Hand consumer errands to an always-on agent
A journalist tested Dot on ISP signup, an Ikea account and food ordering; it finished only some with human help, blocked by browser checks a…
Read case →Plan a last-minute business trip by phone
In OpenAI's demo, a Dot found a refundable policy-compliant flight and hotel options and prepared a booking, though the flight was still pen…
Read case →Run shopping, trip planning and project tracking with a dot
A reviewer's dot flagged a failed payment unprompted but only read and reported it; a shopping site blocked it and follow-through was unfini…
Read case →Catch and prepare an unsent invoice for approval
An early tester's dot noticed an invoice to a publication was unsent and prepared it for approval.
Read case →Run digital PR and link outreach campaigns
The author has a Dot named Jamie run a defined outreach campaign, keep the tracker accurate and flag replies or placements needing attention…
Read case →Edit a full video in Descript with a Dot
The author had a Dot find footage, build the B-roll edit, add captions and arrange visuals over several review passes, working from his reco…
Read case →Track rare coffee beans with a scheduled Dot
A user had a Dot monitor rare US coffee beans twice a day using context from old chats, and it returned Gesha options priced per cup.
Read case →Monitor public documents for changes affecting teaching materials
An educator's Dot checks public documents for changes, sorts them by impact, and verifies an article's notation against linked pages, offeri…
Read case →Plan business trips and learn from each debrief
A demo travel-ops agent searched flights and hotels, applied stored preferences and produced one recommendation pending approval, then updat…
Read case →Automate SaaS bookkeeping and reconciliation in Zoho Books
Hermes Agent handled payables, bank import, bill posting and Stripe reconciliation alongside a human accountant, but needed 7 corrections in…
Read case →Run a 24/7 agent for email, forms and calendar tasks
Users run Hermes on a mini PC for email, browsing, form filling and cron jobs, and one has it manage Obsidian tasks against Apple Calendar w…
Read case →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 trac…
Read case →Find local businesses without websites as leads
Hermes spawned sub-agents per area to scrape Northwest London plumbers lacking websites, filtered them, and returned three qualified leads w…
Read case →Grow an email list with agent-run cold outreach
Drew Carr used Hermes agents for daily cold outreach and community comments, with email verification and LLM fit checks, reaching 1,000 subs…
Read case →Find and qualify sales leads against ICP
Hermes Agent searches and compares company and people context, judges leads on ICP, role fit and timing, and explains why each qualified to …
Read case →Refactor a million-line repo with 1,393 subagents
A Nous Research developer had Hermes dispatch 1,393 subagents over about 19 hours to clean up its own repo, cutting non-test Python source b…
Read case →Review GitHub pull requests for bugs and security
A Hermes tutorial reads a PR diff and returns a structured review of bugs, security and code quality, then turns it into a skill that watche…
Read case →Flag documentation drift from merged PRs weekly
A weekly Hermes cron job checks merged PRs for changes to tool schemas, CLI commands, config options or env variables to flag docs needing u…
Read case →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.
Read case →Produce a short-form video from research to captions
Hermes Agent researched a JWST topic, wrote the script, generated assets, built Remotion motion graphics, added voiceover, music and caption…
Read case →Generate illustrations in a learned visual style
A designer Hermes profile learns a style from reference designs, writes a skill for it, then crafts prompts and generates and saves images v…
Read case →Guide a music video project from concept to deliverables
A Hermes agent walks a creator through an 8-step workflow producing lyrics, Suno prompts, image and video prompts, and YouTube metadata.
Read case →Automate home tasks like emails and ticket price checks
Microsoft's Omar Shahine used OpenClaw at home to draft emails and investigate concert-ticket prices.
Read case →Monitor and respond to home office sensors
Omar Shahine ran a local OpenClaw agent on his MacBook, extended with home automation so it could observe and respond to physical sensors in…
Read case →Extract action items from Teams and schedule meetings
An early Scout user had it summarize Teams threads across tenants, find a buried meeting request, check calendars, schedule it and send conf…
Read case →Build a slide deck from a single prompt
Scout used its pptx skill to build a 5-slide quarterly cloud review deck saved to Downloads, with diagrams and HTML artifacts also covered.
Read case →Lint, fix, commit and push code from the terminal
Scout runs a linter, fixes a syntax error, re-runs it, reviews staged changes, writes a commit message and pushes to a new branch, shown as …
Read case →Resolve git merge conflicts and push a fix
A tutorial shows Scout comparing both sides of merge conflicts, proposing a merged file for review, then committing and pushing to a branch.
Read case →Run builds, tests and PR creation with shell commands
A guide shows Scout running build, test, lint and gh commands, listing or creating PRs, and handing diff reviews and test runs to background…
Read case →Surface unanswered emails from the past week
Author had Devin build a Gmail API assistant that lists unanswered emails from the past week, since Attio lacks that tab; he wrote the auth …
Read case →Answer data questions and build dashboards from the warehouse
Cognition's team uses a Devin variant called DANA to query their data warehouse, build dashboards and answer data questions, and Devin fills…
Read case →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 heal…
Read case →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.
Read case →Generate internal dashboards and data migration scripts
A backend engineer says their team uses Devin for internal dashboards and migration scripts, treating output as a starting point that saves …
Read case →Set up weekly changelogs and fix docs from GitHub issues
Neon's docs team has Devin create the weekly changelog from a playbook and open or revise doc PRs from GitHub issues, for repetitive work on…
Read case →Rewrite a README after a rearchitecture
Devin scanned a rearchitected codebase and delivered a new README as a PR with accurate setup and API details, but struggled with design rat…
Read case →Build a name-and-face quiz site from a spreadsheet
Scott Wu had Devin build and deploy a mobile-friendly React quiz from a TSV of speaker names and photos, plus a QR-code site to share it.
Read case →Build and deploy an app over a weekend
The author had Devin build and deploy an app, finding it quick on PR feedback but weak on legacy monorepos and costly on broad requests.
Read case →Test an iPhone game and report what passed
Cognition had Devin on GPT-6 Astra test the game Otter Run in a simulator, returning a recording and a report of checks passed and untested …
Read case →Click through apps to verify its own work
With computer use, Devin built and played a desktop game, ordered on Amazon, and tested its own work by clicking through the app.
Read case →Hunt business-logic flaws and open fix PRs
Parallel Devin agents each read part of a codebase, find business-logic and auth bypass flaws, confirm them in a sandbox, then open remediat…
Read case →Build a booking and payment app for tattoo artists
A former programmer used Replit Agent over a weekend to build a booking app with calendar, Google OAuth, Stripe deposits and notifications, …
Read case →Build a budgeting app from a single prompt
A low-coder used Replit Agent to build a 'Budget Buddy' with category budgets, a spending dashboard and expense log in about 20 minutes, usi…
Read case →Build an invoice platform that flags anomalies
A non-developer used Replit and Claude to build an invoice platform that flags high-value invoices, sends payment reminders and catches dupl…
Read case →Build a spending-insights app from bank transactions
Plaid describes a Replit connector that lets non-coders prompt the Replit agent to build an app reading their own bank transactions (vendor …
Read case →Build a full CRM with email, video and calendar
A community member used Replit Agent over a couple of weeks to build a CRM with email integration, video sales letter recording and meeting …
Read case →Build and ship a micro-SaaS in three hours
A developer used paid Replit to build and deploy a micro-SaaS to production in about 3 hours, with database, domain, hosting and monitoring …
Read case →Build a Chrome extension for presenting webinars
A Replit forum user built a Chrome extension so they could keep notes in view while presenting webinars, and published it to the Chrome Web …
Read case →Build a 3D browser game in 24 hours
A developer used Replit's agent to build a 3D browser game entirely in the browser with no local setup.
Read case →Build an automated podcast website that creates companion resources
A podcaster built and deployed a podcast site with Replit over a weekend that automatically generates companion resources when an episode is…
Read case →Build a newsletter and podcast site with Replit
A creator got a clickable prototype in 10 minutes but spent 10+ hours failing to put it on a custom URL, until Val Town staff helped launch …
Read case →Automate per-room heating control in Home Assistant
A homeowner built an add-on and MCP server so Cursor could write and deploy Home Assistant automations for per-room temperature control, ite…
Read case →Run a private personal-admin agent in Cursor
The author uses Cursor for personal admin like drafting a dentist appointment email, using private notes and rules that keep personal detail…
Read case →Run a scheduled personal assistant that builds a task dashboard
A Rippling engineer's Cursor cron agent runs every two hours, reading Slack notes, GitHub PRs, Jira issues and mentions, deduplicating them …
Read case →Automate invoice organizing and monthly invoice emails
The author demos Cursor sorting inconsistently named invoice files and handling monthly invoicing by editing a PDF, attaching it, checking t…
Read case →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 assem…
Read case →Investigate customer errors and draft tickets in support
Cursor's support team uses Cursor with MCP to pull Datadog logs, search past cases, and draft a Linear bug ticket and customer reply.
Read case →Build a personal research wiki from papers and articles
Cursor Agent writes and maintains interlinked markdown pages from user-supplied sources, summarizing and cross-referencing, with Obsidian us…
Read case →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 pan…
Read case →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.
Read case →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 …
Read case →Build a homepage from Figma designs via MCP
The author connected Figma to Cursor over MCP to build a new homepage for a font archive, with great results after Lovable disappointed.
Read case →Migrate 180 microservices to a new framework version
Brex built Cursor-based self-correcting agents that let one engineer migrate 180 microservices to a newer Micronaut version in about a month…
Read case →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.
Read case →Run Terraform plan and apply through an MCP agent
The author had Cursor run Terraform against Postgres via MCP; the apply hit a permissions error and he finished from the terminal.
Read case →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.
Read case →Scaffold a new service end to end with agents
Cursor agents create Terraform, k8s manifests and CI, validate them and open a draft PR; one cleanup run wrongly deleted Terraform files.
Read case →Build a minigame collection in a day
A data professional drafted a prompt with ChatGPT and used Cursor agent mode to build a Python tkinter game with four minigames.
Read case →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.
Read case →Playtest a Godot 4 game with a Cursor agent
A Cursor plugin and subagent lets an agent capture screenshots and click through UI flows of a Godot 4 game like a player.
Read case →Run a restaurant voice assistant for reservations and orders
n8n backends let an ElevenLabs voice agent check tables, manage reservations, take orders and request callbacks, plus Vapi travel and home-s…
Read case →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.
Read case →Plan business trips by voice message in Telegram
An n8n workflow transcribes Telegram voice notes, extracts destinations, dates and lodging needs, and searches flights and hotels for busine…
Read case →Monitor Amazon and eBay prices and email on changes
An n8n workflow checks product URLs from a Google Sheet three times a day, compares prices, emails changes and logs every check.
Read case →Extract invoice data and file it into a bookkeeping sheet
A self-hosted n8n workflow extracts accounting data from uploaded receipts and invoices with OpenAI, then after user review files the origin…
Read case →Process supplier invoices from Gmail through approval and payment
An n8n pipeline extracts invoice data, checks duplicates and suppliers, routes high-value invoices for approval, then creates accounting ent…
Read case →Email a weekly digest of payment notification emails
An n8n AI workflow reads labeled payment emails in Gmail, pulls the top three takeaways from each and sends a Sunday digest.
Read case →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; a…
Read case →Triage support emails and draft replies for human review
An n8n workflow classifies, prioritizes and summarizes each support email, drafts a reply and posts it to Slack for a person to send.
Read case →Auto-resolve support tickets and escalate the rest
An n8n agent looks up the knowledge base and order history, replies by email or escalates to Slack with a draft; billing and security go to …
Read case →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 repl…
Read case →Set lighting brightness with an AI agent on presence
A Home Assistant presence sensor triggers n8n, where a Deepseek agent picks a brightness for the time of day and sets the lights.
Read case →Handle routine email tasks and follow-up reminders with a personal assistant
Author built an n8n personal assistant that handles about 70% of routine email tasks and sends reminders for tasks waiting on others, after …
Read case →Call and text appointment reminders every morning
An n8n workflow pulls the day's Google Calendar appointments, places automated voice calls via Retell AI, then sends follow-up SMS through T…
Read case →Log meals from text, voice or photos and track nutrition
A Telegram AI agent in n8n logs meals sent as text, voice or photos, estimates calories and macros, tracks goals in Google Sheets and sends …
Read case →Manage family schedules, routines and meal ideas
An n8n workflow sends family activity reminders, routine checklists and a weekly plan prompt over email and Telegram, and generates meal ide…
Read case →Run email, calendar and tasks from a Telegram voice assistant
An assistant named Jackie takes voice or text via Telegram to summarize unread emails, check calendar events and manage Google Tasks.
Read case →Place phone calls and send emails from a Telegram assistant
An n8n assistant looks up contacts in Google Sheets, places real phone calls, sends emails and schedules calendar events for the user.
Read case →Find local business leads and send personalized cold emails
An n8n agent scrapes Google Maps for businesses, enriches leads with Owler and Apollo, writes personalized cold emails and logs leads in Goo…
Read case →Alert AI agencies to businesses with bad reviews as leads
n8n agents notify automation agencies when a business receives bad reviews so they can call first and offer a damage-control tool.
Read case →Find prospects and summarize business opportunities for sales
Multi-agent n8n workflow finds company URLs, scrapes prospect websites and summarizes opportunities that sales teams can use to tailor outre…
Read case →Find Reddit leads for a website and email them
An n8n workflow takes a website URL, works out industry and keywords, monitors Reddit for relevant posts and emails potential leads to the u…
Read case →Run 24/7 WhatsApp support and track application status
A consulting firm used n8n multi-agent workflows to answer WhatsApp questions, collect information, parse uploaded documents and notify clie…
Read case →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.
Read case →Publish AI-written blog posts from trending news to WordPress
An n8n pipeline turns RSS news into AI articles with SEO metadata and images, publishes to WordPress and logs them; the author notes generic…
Read case →Catalog and summarize papers dropped into Drive
An n8n workflow extracts metadata from new PDFs, finds related papers on Semantic Scholar and PubMed, builds an APA citation, logs to Sheets…
Read case →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 n…
Read case →Save and search links via a Telegram second brain
An n8n Telegram agent reads links sent to it, summarises and categorises them into Google Sheets, and answers questions from the library usi…
Read case →Generate deep research reports into Notion
An n8n workflow turns a topic into up to three Tavily searches, compiles a Markdown report with an agent, and pushes it to a Notion page.
Read case →Track daily arXiv papers into a Notion database
An n8n workflow fetches arXiv papers daily for a keyword, summarizes them with Gemini 2.5 Flash, writes them to Notion and sends Feishu and …
Read case →Summarize newsletters into a Notion database
An n8n workflow retrieves newsletters, summarizes them with an LLM and stores them in Notion, splitting long summaries to fit block limits.
Read case →Review GitHub pull requests automatically
An n8n AI agent triggers on each new PR, fetches diffs, calls an LLM for a review, and posts comments and labels back on the PR.
Read case →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 hypot…
Read case →Monitor and score CVEs with real-time alerts
An n8n workflow monitors CVEs from sources like CISA and OTX, scores them with AI, and alerts via Slack, Gmail and Google Sheets.
Read case →Play a voice-driven RPG with an AI Dungeon Master
An n8n template agent with persistent memory runs a fantasy RPG over Telegram voice messages, narrating scenes, resolving dice rolls and sav…
Read case →Get move suggestions for card games from screenshots
An n8n Telegram workflow uses GPT-4o vision to read screenshots or voice messages and suggest moves for poker, blackjack, dominoes and mahjo…
Read case →Publish free game giveaway posts automatically
n8n workflows track free games on Epic, Prime Gaming and Steam, then create and publish WordPress posts with details, images and store links…
Read case →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 o…
Read case →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.
Read case →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.
Read case →Flag churn and expansion signals and draft support replies
Healthie's Zapier agent checks CRM and support tools weekly for churn or expansion signals and posts a summary in Slack; Erewhon drafts pers…
Read case →Speed up support ticket research and triage
A ClickUp support engineer built a system cutting per-ticket research from 15 to 4 minutes across 5,000+ monthly tickets; Mercari handles fi…
Read case →Build a newsletter-to-social content agent (it failed)
The author built a content agent to research, write and schedule social posts, but it invented statistics, so they rebuilt it as a structure…
Read case →Collect and summarize async standup updates
Zapier's internal agents gather async standup updates and summarize them, letting teams replace five daily standups with two weekly sessions…
Read case →Manage calendar and tasks by text with an assistant
A review of Lindy as an iMessage assistant that reschedules meetings and schedules from screenshots, with reported failures like hidden invi…
Read case →Schedule prospect meetings and log them in the CRM
A Lindy agent replied to prospect emails with time options, booked the chosen slot, logged it in HubSpot and sent a pre-call brief.
Read case →Screen job candidates and log scores in the CRM
A Lindy recruiting screener transcribed interviews, scored candidates against set rules and logged results in the CRM, per a hands-on vendor…
Read case →Research content from Slack and draft Notion guide ideas
A team DM'd Lindy in Slack to summarize a year of guides and research a model, and it created a Notion guide idea after asking for approval.
Read case →Compile a daily digest of Reddit AI tool chatter
A Lindy agent searches Reddit for conversations about new AI tools, compiles popular topics and updates a document daily.
Read case →Research prospects before pitching them
A Lindy agent built for a side project researched a prospective resort, found a PR risk and avoided pitching it.
Read case →Run lead research, support and content with agents
A yacht-software CEO runs 20-30 Lindy agents that research leads, personalize outreach, support users and create and schedule marketing cont…
Read case →Build support, calling and content agents for small teams
A solo founder delivers Lindy-based chat support, inbound/outbound calling, content repurposing and negotiation agents to small-team clients…
Read case →Summarize demos and draft follow-ups for sales
A sales team launched a Lindy agent that summarizes demo calls for HubSpot, drafts follow-ups, schedules calls and recommends proposals, sav…
Read case →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 …
Read case →Run social listening and publish customer-milestone posts
An enterprise client uses Lindy agents to scrape customers, monitor social and G2, draft milestone posts, build content calendars and publis…
Read case →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 …
Read case →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 descrip…
Read case →Catch up on two years of overdue Dutch taxes
Claude Code helped a person almost two years behind on taxes untangle expenses, look up receipts and invoices, and navigate the Dutch tax sy…
Read case →Run side hustle invoicing, payments and bookkeeping
A side hustler connected their bank to Claude via MCP and QuickBooks so an agent handles invoicing, contractor payments, expense tracking an…
Read case →Extract expenses from receipt photos sent via chat
A bookkeeping assistant for freelancers and small businesses reads receipt photos sent through Telegram or Discord and extracts vendor, amou…
Read case →Buy headphones during a sale with an AI agent
An AI agent bought headphones for the poster; they also use a browser extension for sale purchases and price-drop alerts.
Read case →Test OpenAI's Agent on online shopping
The agent got partway through buying dress shoes before the poster had to enter the card, then hit Amazon bot protection and could not relia…
Read case →Research purchases for delivered price and working coupons
The poster built an agent that compares real delivered prices, tests every coupon it finds, reads owner feedback and goes through checkout w…
Read case →Shop for cars on websites with a browser agent
The poster uses Muse to shop for cars online and finds a persistent logged-in browser profile with normal pacing works best as sites start b…
Read case →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.
Read case →Build a thyroid episode warning model from wearable data
Claude Code was given 9.5 years of Apple Watch and Whoop data and built an ML model that backtested as warning of a prior episode before lab…
Read case →Plan meals and track symptoms with Claude Code
Claude Code plans meals, tracks nutrition and analyzes symptoms, scraping recipe nutrition data via the USDA API and storing it.
Read case →Let Claude read Apple Health and Fitbit data via MCP
The poster built a setup that lets Claude read Apple Health and Fitbit data and log workouts and meals through MCP.
Read case →Research and draft cold outreach with Claude Code
Claude Code handles research and drafting for cold outreach while a separate platform sends at scale.
Read case →Check prospect fit and write cold email openers
Claude Code automates checking whether companies fit the target and creates personalized openers, saving manual prospect checking.
Read case →Reply to outreach responses from email and LinkedIn inboxes
Claude Cowork scans email and LinkedIn inboxes and replies to outreach responses, while another workflow writes first lines from prospect si…
Read case →Automate lead research, CRM updates and enrichment
Claude Code handles repetitive prospecting-adjacent workflows like lead research, reporting, CRM updates and enrichment.
Read case →Qualify scraped leads and write personalized openers
Claude Code researches company news for icebreakers, qualifies leads from scraped lists and writes personalized opener variations.
Read case →Find and clean leads for recruiting outreach
A recruiting agency owner uses Claude to find leads; a commenter uses it to clean messy data and draft personalized outreach that gets repli…
Read case →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.
Read case →Chase unpaid invoices and paperwork by email for small firms
An agent watches for unpaid invoices and paperwork, emails people until they say yes, no, or pay, and escalates decisions to the owner.
Read case →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.
Read case →Pull invoices from Gmail and organize them
The poster built a tool that pulls invoices from Gmail and organizes them with AI, with possible QuickBooks or Xero integration.
Read case →Check supplier invoices for duplicates and missing GST
Invoices arrive in a shared inbox, an AP tool extracts details, and an agent checks them against prior transactions to flag duplicates, wron…
Read case →Speed up multifamily deal research and property summaries
A multifamily broker uses AI for market research, comps analysis, property summaries and chasing property details, but not for negotiation o…
Read case →Build custom real estate tools for offers and deal tracking
A rental owner used Codex to build tools for formulating offer prices, building property analysis reports with field photos, and tracking tr…
Read case →Answer tenant and rental prospect questions with AI
A commenter says AI tools handle most tenant questions, prospect inquiries and document preparation, handing harder cases to a human.
Read case →Ship a first iOS app to the App Store with Replit
The poster built their first app on Replit with ChatGPT help and got it approved on the App Store.
Read case →Fill a supermarket cart from regular purchases and sales
A developer built a Claude Code skill using Silpo's MCP server to re-add usual groceries, check sales and fill the real cart within a budget…
Read case →Plan family meals and enter recipes into Grocy
The author used Claude Cowork's computer use in Chrome to enter recipes into Grocy, adjust them for four people, and pick recipes that use l…
Read case →Negotiate a lower GoDaddy support price via chat agent
The poster told an AI agent to negotiate a cheaper price in GoDaddy support chat, checking for replies every 60 seconds, and says it got a b…
Read case →Sort tax documents and fill IRS forms
Author had Claude sort wage forms, 1099s and brokerage summary, extract numbers, and fill blank IRS forms, but did not let it file via brows…
Read case →Draft email replies and add calendar invites
A writer built a scheduled Claude agent using Gmail and Calendar connectors to draft replies and add invites to the calendar.
Read case →Reschedule meetings and send daily briefings
OpenClaw checks availability, updates events and drafts confirmations for reschedule requests, and sends daily briefings via messaging apps.
Read case →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 auto…
Read case →Track food and symptoms in a health log via Telegram
An OpenClaw agent logs meals and symptoms from Telegram messages into a markdown file, sends reminders, and runs a weekly pattern analysis; …
Read case →Build a medication reminder pill dispenser that alerts caregivers
A how-to guide for an OpenClaw agent on a Raspberry Pi pill dispenser that logs doses, adjusts reminders, confirms dispensing by camera and …
Read case →Run a focus agent and Gmail agent on goals
The author built a background focus agent linking calendar to goals, plus a Gmail agent that handles the inbox and filters noise.
Read case →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.
Read case →Generate a spoken daily news bulletin at home
Poster built a morning news briefing with ChatGPT, ElevenLabs and Home Assistant that is read aloud through their home setup, replacing Alex…
Read case →Turn spoken answers into a Todoist task list
Alexa sends spoken answers to ChatGPT, which organizes them into a formatted list of tasks for the household workflow.
Read case →Pick the cheapest capable model per task for CRM and email work
A user had their OpenClaw agent rewrite its own code to add a throttle module that picks the cheapest capable model for tasks like CRM analy…
Read case →Prospect, score leads and run outbound email sequences
An agent scans Apollo.io and job boards twice daily for ICP-matching prospects, scores leads, writes 3-email sequences with Claude, sends fo…
Read case →Resolve customer support tickets autonomously
The author built an autonomous support agent for a three-person team facing 847 waiting customers, reporting 500+ tickets a day and a 94% re…
Read case →Triage support emails and draft refund-policy replies
A consultant built a Claude agent that reads support Gmail, looks up orders, applies refund policy, drafts replies for human approval and cr…
Read case →Test an agent on SEO research and outreach tasks
SE Ranking tested Operator on pulling SERP results, backlink checks and outreach email management; it was slow and error-prone, so they did …
Read case →Find trending articles and generate LinkedIn post variations
A tutorial shows Operator searching Google for trending eCommerce articles, picking one, and using EasyGen to generate 10 LinkedIn post vari…
Read case →Source and screen candidates and reply over WhatsApp
Recruiters run OpenClaw to monitor GitHub for new contributors overnight, score resume folders against a job description, and draft WhatsApp…
Read case →Plan parties and shop for products with Claude
A commenter has Claude plan events minute by minute with menus, and act as a personal shopper comparing prices, return policies and shipping…
Read case →Let Claude buy a game autonomously
The poster built payment infrastructure so Claude could complete a game purchase on its own when told to, in about 60 seconds.
Read case →Handle sales and support calls with a voice agent
A team deployed an AI voice agent for after-hours calls, FAQs and order status, capturing structured call data for CRM and support systems.
Read case →Search rentals and book apartment tours in a chat assistant
A how-to describes using Zillow Rentals inside Gemini and ChatGPT to get filtered live listings and book a tour time; it is a guide, not a c…
Read case →Pull stock fundamentals from SEC filings for valuation
A developer used ChatGPT Agent mode to extract revenue growth, free cash flow and net cash from 10-Q filings with source URLs, feeding a mul…
Read case →Have an agent research its own competitors
A developer's custom agent searched forums and review sites, cross-referenced findings, and produced a cited 3,000-word competitor analysis …
Read case →Build a student survey form with Manus
Manus built a Google Form survey on undergraduates' views of AGI; the author hit a snag when asking it to fill the survey with synthesized s…
Read case →Summarize new arXiv papers into notes with scheduled agents
Scheduled scripts produce a daily arXiv digest, and a nightly script launches Claude Code agents to summarize each saved PDF into a notes fo…
Read case →Find target businesses with Manus
The author tested Manus on identifying companies to target; it found specific firms and useful insights, but login barriers blocked some dat…
Read case →Scrape a conference site into a searchable dashboard
In a workshop demo, a Manus agent scraped about 70 talks, extracted schedules, converted times to UTC, and built a dashboard with recommenda…
Read case →Have agents complete online coursework for students
Students reportedly direct AI agents to log into Canvas and Blackboard to take quizzes, watch lectures, write papers and post in discussions…
Read case →Organize Canvas courses with an in-platform agent
Instructure says early adopters use its IgniteAI Agent to rename modules consistently, bulk-change due dates, and rebuild course pages; this…
Read case →Handle Shopify support tickets, orders and refunds
An AI agent built on Claude and GPT cancels orders, tracks shipments, creates return labels and processes refunds for Shopify merchants' sup…
Read case →Resolve helpdesk tickets end to end for online stores
An agent inside a store's helpdesk reportedly processes refunds, creates shipping labels and edits subscriptions on Recharge, Loop and Skio …
Read case →Organize saved recipes and research trip flights
An Engadget writer had Muse pull recipes from saved Facebook and Instagram posts into a grouped list, then research nonstop flights and set …
Read case →Research a person and write a bio
An Inc. writer had Muse research them via its browser and write a bio, but objected that it accessed private messages unasked.
Read case →Draft lesson plans and school paperwork for teachers
A teacher used ChatGPT for lesson plans, reflections, PowerPoints, assessment notifications, and marking, saving hours of planning.
Read case →Grade papers and build lesson plans for teachers
Author built a proof-of-concept app using ChatGPT prompt templates to grade papers, generate lesson plans, and give feedback.
Read case →Draft parent-teacher communications
A teacher says ChatGPT handled all their parent-teacher communications for a month, and they also tried it for lesson planning.
Read case →Create assessments and grade papers for classes
A teacher's co-teacher uses ChatGPT to create assignments and tests, with commenters also using it to grade papers and create texts.
Read case →Compare Coca-Cola prices across Belgian supermarkets
Grok Bot compared a bottle of Coca-Cola across Belgian supermarkets, named cheapest and priciest and flagged promotions, handing the browser…
Read case →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 b…
Read case →Organize deal flow with specialist bots for invoices and inbox
Connected to WhatsApp and Notion, five specialist bots handle invoices, inbox cleanup, CRM updates and follow-ups; the author expects to sav…
Read case →Run communications, PR merges and family tasks with nine bots
The author moved from OpenClaw to Grok Bot, building bots for email in his voice, a daily check of GitHub PRs ready to merge, and household …
Read case →Cancel and refund subscriptions by searching email and calling
Grok Bot read email across two accounts, logged into systems, phoned providers and sent emails, cancelling and refunding two long-pending su…
Read case →Research and buy online with approval at payment
Grok Bot researches options, prepares orders via Stripe Link and shows a spend request with merchant, total and description before paying; o…
Read case →File roofing permits and inspection forms online
A roofing contractor had Grok Bot fill out and pull a permit, book an inspection through a captcha-protected form, and email two job-notific…
Read case →Compare Costco and Amazon carts on price and delivery
Grok Bot added items to carts at Costco and Amazon and compared prices, delivery charges and times, handing the desktop back to the user for…
Read case →Audit credit card use for wrong-card charges and missed benefits
Grok Bot read posted transactions on three cards via a Plaid-connected app to check card choice for dining, Amazon and travel, and unused be…
Read case →Book flights as a travel agent (came close)
Debbie O'Brien had Grok Bot try to book flights; it came close but missed the last step, so the booking wasn't completed.
Read case →Book restaurants and snipe campsites and tickets
Grok Bot read calendars, picked a time and booked a restaurant; roundup also lists watching recreation.gov, ReserveCalifornia and AMC ticket…
Read case →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.
Read case →Research newsletter ideas into a Notion backlog
A Content Researcher Bot researches an idea across YouTube, the web via Tavily and X, and adds findings to the author's Notion content backl…
Read case →Run multi-step social media research on a cloud computer
Reviewers used Grok Bot's cloud computer and X data for multi-step social-media research they found useful, work previously split across too…
Read case →Bundle monthly vendor invoices for the accountant
A scheduled bot pulls vendor, date, amount and invoice number from PDFs, bundles a month with an index, and waits for approval before sendin…
Read case →Run scheduled specialist bots with a daily chief-of-staff brief
From one setup message Grok Bot made five weekday-scheduled specialist bots and a 9:00 brief combining their output; connectors timed out an…
Read case →Run LinkedIn outreach from ICP and intent signals
Grok Bot with an MCP and LinkedIn built outreach agents that found, enriched and messaged 97 prospects, yielding 15+ replies and one demo.
Read case →Build lead lists and multichannel outbound sequences
Grok Bot built a lead list from the author's website and ICP, then drafted a Salesforge sequence for review before launch; author reports a …
Read case →Review support tickets and synthesize product feedback
Grok Bot reviews human and bot-handled tickets, coaches, flags long back-and-forths, posts daily Slack reports and synthesizes feedback.
Read case →Run founder-led sales with single-job bots
A founder uses an outreach bot staging daily cold emails for approval, an inbox bot ranking and drafting replies, and a social bot passing w…
Read case →Shepherd PRs to merge automatically
Bots check PRs every 30 minutes, send failures back to a cloud agent, review clean PRs and auto-merge high-confidence, low-risk ones.
Read case →Build and grow a mobile game with bots
A guide describes six bots building, shipping and improving a mobile game, including uploading ad creatives learned from a recorded click-pa…
Read case →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.
Read case →Auto-open fix PRs from Sentry and log alerts
A Grok Bot called Sentinel monitors Sentry and logs and opens PRs on several repositories when triggers fire; still very early.
Read case →Make a music video from a reference
Given a song, lyric timing data, images and a reference video, Grok Bot produced a music video with transitions and text effects in minutes …
Read case →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.
Read case →Prototype a promo video and design work with bots
An xAI designer used bots to prototype an animated promo, build a playground from the animation spec, and handle Figma and prototype tasks.
Read case →Run content creation with specialized bots
Creators use bots to study outlier YouTube videos, and run newsletters with research, drafting, editing and scheduling bots; one experiment …
Read case →Analyze YouTube thumbnails from channel analytics
Grok Bot connected to YouTube analytics compared top-video thumbnails' CTR against the channel average and offered new thumbnail ideas.
Read case →Find buying signals on Reddit
A reviewer mentions a Grok Bot that found buying signals on Reddit.
Read case →Each case links back to the original post.