All use cases
Run parallel local coding agent sessions
A developer runs up to 10 coding agent sessions at once, using Claude Code and local models on RTX 3090s with cached contexts for daily development work.
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 comps can be updated across sessions.
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.
Run personal life admin with Claude Code skills
Claude Code skills look up trash schedules, book a cheaper car inspection, add calendar events, and send morning briefs from email and texts.
Run pet relocation, Airbnb pricing, and disputes with agents
A user has agents handle pet import/export paperwork and forms, Airbnb pricing with weekly reports, and a commercial dispute they say was won, plus filing documents in Chrome.
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 scenarios, noting where it needed babysitting.
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 changes and scan a VPS for exposed ports.
Run real estate transactions with autonomous agents with Claude
A poster built a platform where agents, including a SellerBot, handle listings, pricing strategy and buyer inquiries, built with Claude as the coding assistant.
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 sources into insights.
Run roadmap, support inbox, calendar, and todos
OpenClaw manages a Linear roadmap, prioritizes support conversations, handles calendar and todos, checks notifications, and manages sponsorship opportunities.
Run routine store checks on delayed orders and stock with Claude
A commenter runs Claude against their store to check delayed orders, stalled tracking, and stock issues; the poster is connecting an assistant via MCP.
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 handling AWS storage and audit logs.
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.
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 and jobs sometimes came back half-finished.
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.
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 unfinished.
Run side hustle invoicing, payments and bookkeeping with Claude
A side hustler connected their bank to Claude via MCP and QuickBooks so an agent handles invoicing, contractor payments, expense tracking and bookkeeping.
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 publish.
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 to Bluesky.
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 over time.
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 supervision and a spreadsheet had broken formulas.
Run terminal commands with Copilot agent mode
Users report the agent sometimes fails to read terminal output and may undo correct code; workarounds include switching shells.
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.
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.
Run varied business tasks through a general agent
Reviewers gave Manus 15 tasks including competitor analysis, itinerary, content calendar and PDF summary; most succeeded, some partial, one API integration failed.
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.
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 automations.
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 into a Google Doc, finding login and CAPTCHA handoffs frustrating.
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.
Run your side of a home insurance claim with Claude
After a burst pipe, the user has Claude read the policy, organize receipts, track adjuster messages and delays, log correspondence and estimates, and challenge coverage decisions.
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 using Supabase semantic search.
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 about 23 minutes.
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.
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.
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.
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.
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.
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 calendar.
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 replayed a recorded reward-balance workflow into a spreadsheet.
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.
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 material.
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.
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-relayed testimonials.
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.
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 recommendations and calendar integration.
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 outreach for a roofing company.
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.
Scrape websites with a plain-language browser agent
A how-to guide shows Microsoft Scout driving a Playwright browser from a prompt to scrape sites, capture screenshots, fill forms and export data.
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.
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 ranked shortlist for $65.
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.
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 applicants.
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-blog test.
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 their resume.
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 messy CSV or Excel files.
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.
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 without consent.
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 way.
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 passenger info page.
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.
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 to search manually.
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 submit.
Search literature and write notes into Zotero with Claude
A researcher uses Claude to search Google Scholar, follow citations, query a Zotero library in natural language, and write summary notes into Zotero or Obsidian.
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 completed tour.
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 one example; showcase-style page.
Search state databases for unclaimed property under old names with Claude
The poster asked Claude to search unclaimed property databases in every state they lived in, using their name and old names.
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 research and Gmail receipt fetching failed.
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 folders.
Self-host services on a home server
A write-up on how CLI agents make running your own home server easier and more fun.
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 Telegram to approve refunds or disputes.
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 inbox.
Send a daily AI news digest on a schedule
A Manus scheduled task searches Reddit, X and Hacker News each morning, ranks results and delivers a digest to email or Notion; a how-to guide.
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 areas to Slack.
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.
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 their own content.
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 tickets.
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, skipping already-reminded customers.
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.
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 contract review and market rate analysis.
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 their own account.
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.
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 strong conversion rate.
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.
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.
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 only.
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.
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.
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.
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 autonomously except for human gates on migrations and deploys.
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.
Shop Etsy for party supplies within a budget
Chrome auto browse with Gemini searched Etsy, added items to the cart, applied discount codes and left the cart ready for the user to review.
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 white dress shirt.
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 blocking it.
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 than manual.
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.
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 licensed broker.
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.
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 summarizing pages; one screenshot bug appeared.
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.
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, amenities and booking link in a Google Sheet.