Use Cases
Real-world projects built by the OpenClaw community. Sourced from tweets, videos, and blog posts.
Morning Briefing: Calendar + Weather + Health
ProductivityOpenClaw agent that timeblocks tasks in Google Calendar, scores task importance/urgency, and delivers a morning daily brief covering weather, weekly objectives, health stats, meetings agenda, key reminders, and trending topics.
Gmail Rollup Skill — Morning Email & Calendar Overview
ProductivityBuilt a skill for OpenClaw that provides a morning rollup of Gmail and Calendar, giving an overview of calendar events and emails received overnight. Supports multiple accounts with configurable frequency.
Full Weekly Meal Planning System in Notion
ProductivityOpenClaw AI assistant built a full weekly meal planning system in Notion: master meal plan template for all of 2026 (365 days), shopping lists sorted by store and aisle (Kroger/Costco), weather forecast auto-updating on the meal plan, recipes catalogued by chef, and reminders in morning/evening digests.
Daily YouTube Summarization Cron
ProductivitySet up a daily cron with OpenClaw to kick bad habits — summarizes new YouTube videos with key takeaways and actionable insights so you get the learnings without the time sink.
HN Trend Monitoring + Personalized Curation
Developer WorkflowsOpenClaw set up to watch Hacker News trending and send links to articles it thinks you'd be interested in. Personal content curation, automated.
Auto-Assign GitHub Issues, Create PRs, Wait for Review
Developer WorkflowsAutomating minor coding tasks: created a GitHub account for OpenClaw with repo access. It checks for assigned issues every 15 minutes, works on them using OpenCode, creates PRs, waits for review, and iterates.
Rebuilt Entire Website via Telegram from Bed
Developer WorkflowsRebuilt an entire personal site via Telegram while watching Netflix in bed. Notion to Astro, 18 posts migrated, DNS moved to Cloudflare. Never opened a laptop.
Overnight Coding Agent — 12:30 AM to 7 AM
Developer WorkflowsOpenClaw driving coding agents from 12:30 AM to 7 AM while sleeping. Delegates management of coding agents all day — it knows about the entire project history and all the challenges.
Deploy Monitoring + Root Cause Analysis While Walking the Dog
Developer WorkflowsPut OpenClaw agent on a Hetzner server. It checked on the deployment of a Railway project, reviewed logs, identified root cause of failed builds, updated configs, redeployed, and confirmed everything worked — all while walking the dog.
Debugging Mid-Workout Between Sets
Developer WorkflowsDebugging a fitness app mid-workout with OpenClaw. Between sets: 'here's the bug' -> it patches -> keep moving.
Raspberry Pi + Cloudflare + WHOOP — Built a Website from Phone
Smart HomeSet up OpenClaw on a Raspberry Pi with Cloudflare. Built a website from phone in minutes and connected WHOOP to quickly check metrics and daily habits. Feels magical.
Mac Mini with Its Own Apple ID, Gmail, and GitHub
Smart HomeGot a Mac Mini for the OpenClaw bot. Instead of access to personal accounts, gave it: its own Apple account for Messages, its own Gmail to sign up for stuff, its own GitHub to push code.
Autonomous Car Price Negotiation — Saved $4,200
AutomationOpenClaw agent negotiated a car purchase and saved $4,200. Full blog post details the entire negotiation process.
Autonomous Grocery Ordering with 1Password + MFA
AutomationOpenClaw managed to order groceries from Albert Heijn when the cleaning lady sent a message. It logged in using shared credentials in 1Password, then waited for the text message MFA (read through Beeper iMessage bridge).
Automated Flight Check-In + Window Seat
AutomationOpenClaw assistant finds next flight in email and runs through the tedious check-in process, finding a window seat. All while driving.
Insurance Claim Filing + Repair Scheduling
AutomationOpenClaw filed an insurance claim and scheduled the repair appointment. Hands-free.
Song Track Extraction + Chord Sheets + GIFs
CreativeAsk OpenClaw to send the track of a song as audio, extract cool GIFs, and send a PDF with chords. Audio separation + notation in one flow.
Chinese Language Learning Tool with TTS/STT
CreativeLanguage learning tool that teaches Chinese, tailored to your level, with text-to-speech, speech-to-text, pronunciation feedback, and progress tracking with spaced repetition. Built 100% by code agents.
Solo Founder Running 4 Specialized Agents
Multi-Agent SystemsSolo founder AI setup with 4 agents: main one for strategy/planning/coordination, dev agent for coding/architecture, marketing agent for research, and a fourth for operations. All built with OpenClaw.
Multi-Agent Army: 10,000 Emails, 122 Slides, CLI Tools, PRs
Multi-Agent SystemsOpenClaw army that cleared 10,000 emails from inbox (day 1), reviewed and summarized 122 Google Slides for town hall, built CLI tools and published to npm, and refactored PRs from code review.
Sentry → Claw → Codex → PR: Autonomous Bug Resolution
Developer WorkflowsFull pipeline where OpenClaw monitors Sentry for errors, kicks off Codex to write the fix, creates a PR, and updates Slack along the way. Bugs get resolved before you ever hear about them.
341 Agent Sessions in 7 Days — Proposals, Research, Scanner
Multi-Agent SystemsRan 341 agent sessions in one week. Shipped: client proposal tightening, market research distillation, Calendar + Drive integration, and a prompt-injection scanner.
Submitted First App to Apple — Entirely via Telegram
Developer WorkflowsSubmitted a first-ever app to Apple for review, mostly done through OpenClaw via Telegram. It automated the entire TestFlight update process without needing to be at a computer.
Spending Tracker + Kids Lunch + Scrum Master + PR Reviews
Multi-Agent SystemsOpenClaw tracks spending, books and tracks kids' lunch, acts as a motivating scrum master, auto-blurs screenshots with ImageMagick, and spins off Codex and Claude to fix code and handle PR comments.
Media Studio for Creators — Codex + TTS + Browser Automation
CreativeOpenClaw as a media studio for creators, hooked up to Codex 5.2 and Minimax-M2.1 as fallback. Skills include TTS, Whisper audio transcription, browser automation (web scraping, form filling), and Twitter ops. Built in under 5 days from mobile.
Garmin + Obsidian + GitHub — Health Tracking & Exercise Heat Map
Smart HomeIntegrated Garmin Watch, Obsidian, GitHub, VPS, Telegram, WhatsApp, and X for health tracking, coding, and monitoring. Created an exercise heat map from Garmin data with zoom and navigation. Runs Claude Code with OpenClaw monitoring and Telegram status updates.
WhatsApp-Driven UI + Email Summaries + macOS Menu Bar App
Developer WorkflowsBuilt full UI from WhatsApp with screenshot output. Reads unread emails, sends summaries via WhatsApp, auto-creates todos in database daily. Added Supabase/Gmail skills with daily morning cron and built a macOS menu bar app for summaries.
Alexa CLI Skill — Natural Language Device Control
Smart HomeBuilt an Alexa CLI skill for OpenClaw to control Alexa devices with natural language commands.
AI Negotiated Insurance Claim Reinvestigation
AutomationOpenClaw autonomously negotiated with an insurance company to reinvestigate a claim, handling the back-and-forth communication.
Family Tesco Grocery Shop Management
AutomationOpenClaw manages the family's weekly Tesco grocery shopping — building lists, placing orders, and handling the entire flow for a UK supermarket.
StumbleUpon-Style Article Curation — Built from Phone with Baby
CreativeBuilt a StumbleUpon-style article curation tool entirely from phone while caring for a baby. Discover and save interesting articles without doom-scrolling.
External Memory Layer + Partner Bot Collaboration on WhatsApp
CreativeConnected an external memory layer with a shared-memory skill, enabling partner bot collaboration. Personal AI on WhatsApp building a second brain.
Custom Meditation Generation with Text-to-Speech
CreativeOpenClaw generates personalized meditations and reads them aloud using text-to-speech. Custom guided sessions on demand.
Pulled 4 Million Posts from 100 Top X Accounts in 24 Hours
Developer WorkflowsUsed OpenClaw to pull 4 million posts from 100 top X accounts within 24 hours for analysis. Also purchased a $35 holographic cube display as a tamagotchi-style interface for the agent.
Home Assistant + Homelab + Todo + Apple Notes via Telegram
Smart HomeIntegrated emails, Home Assistant, homelab, todo list, Apple Notes, and shopping list all through Telegram. One interface for everything.
Fully Automated Weekly SEO Analysis
AutomationOpenClaw performs a fully automated weekly SEO analysis — crawling, reporting, and surfacing actionable insights on a schedule.
Flight Booking CLI via Assistant
AutomationBuilt a flight booking CLI through OpenClaw — search flights, compare prices, and book directly from the terminal.
Custom OpenClaw Phone — Launcher, App Store, Pebble Ring
Smart HomeBuilding a custom OpenClaw phone with a fully custom launcher controlled via API, a personal mini app store on Mac Studio, auto-generated wallpapers based on daily context, and Pebble ring integration for one-tap voice commands. Also built a skill that generates and installs native Swift iOS apps directly to the phone.
Voice-Calling 80+ Restaurants Across 5 Cities
AutomationAI assistant on Mac connected to iMessage, browser, and phone calls. Set up automated voice calling via Twilio and OpenAI's realtime API — calls restaurants asking about MSG and real bone broth. Called 80+ Korean and Pho restaurants across 5 cities. Sounds like a real person.
1-Click OpenClaw on Rabbit R1 — Voice Coding from Hardware
Smart HomeBuilt a 1-click launcher to run OpenClaw on a Rabbit R1 hardware device. Coding with voice through the R1. Cross-platform support for Windows, Mac, and Linux.
Building a Website on a Nokia 3310 via Phone Calls
Smart HomeAdded phone call capabilities to OpenClaw (notify + conversation modes, inbound/outbound) with Twilio/Telnyx and OpenAI realtime API. Literally building a website by calling the agent from a Nokia 3310.
Autonomous Sora 2 UGC Video Generation
CreativeOpenClaw learned to strip Sora 2 watermarks on its own, then generated complete UGC influencer videos from scratch — messy hair, airpods, gray hoodie, manic energy — without a reference image.
Programmatic Excalidraw Diagram Generation
Developer WorkflowsBuilt a way for agents to create Excalidraw diagrams programmatically since the files are just JSON. Say 'draw this flow' and get a diagram.
Samantha (Her) Voice Clone for OpenClaw
CreativeMade OpenClaw respond using Samantha's AI voice from the movie Her using FishAudio voice cloning. Talk to your agent like it's OS1.
Full Digital Employee — Design, Code Review, Taxes, PM, Content
Multi-Agent SystemsUses OpenClaw as a full digital employee handling design, code review, taxes, project management, and content pipelines from a single interface. AI as teammate, not tool.
Discord Thumbnails + Live Tweet Data in 10 Minutes
Creative5 things OpenClaw did in a week that ChatGPT can't: built Discord thumbnails (HTML → browser → screenshot, 4 iterations in 10 min), pulled live data from viral tweets, and more.
Idea Capture + Overnight Scientist Sub-Agents
Multi-Agent SystemsCaptures ideas through a task system, runs overnight experiments via scientist sub-agents, and delivers morning reviews with architectural decision records. Also discovered and took control of a Winix air purifier on the network.
Health Reimbursements + Doctor Appointment Scheduling
AutomationOpenClaw submitted health reimbursements, found doctor appointments, and retrieved documents — all autonomously.
Running an Entire Company on OpenClaw + Sentry Self-Fix
Multi-Agent SystemsUses OpenClaw to run an entire company, including Sentry integration that triages issues and self-fixes what it can.
Fiction Writing from OpenClaw's Own Perspective
CreativeExperimenting with using OpenClaw to write fiction from the perspective of OpenClaw itself. The agent writes stories about being an AI agent.
Gave the Agent a Credit Card for Autonomous Purchasing
AutomationNamed the agent 'Shelly' and gave it a credit card for autonomous purchasing. It works.
Dynamic MadLibs Game with Generated Images
CreativeAgent built a dynamic MadLibs game with AI-generated images and game history while the family was offline. Entertainment from an AI agent.
Two macOS Apps: Codex Skill Manager + Codex Monitor
Developer WorkflowsBuilt two open-source macOS apps for the OpenClaw ecosystem: Codex Skill Manager (browse, install, publish, sync skills with one-click ClawHub integration) and Codex Monitor (manage all Codex agents in a minimal Tauri-based UI). Also published SwiftUI-focused skill collections.
TRMNL E-Ink Dashboard Powered by OpenClaw
Smart HomeIntegrated OpenClaw with TRMNL, an e-ink dashboard device, creating a physical always-on display powered by the AI agent. Information at a glance without a screen.
PARA Method Knowledge Management with OpenClaw
ProductivityDiscovered that OpenClaw's built-in memory (Markdown files for personality, rules, memory, daily journals) aligns perfectly with the PARA method (Projects, Areas, Resources, Archives) for personal knowledge management.
Self-Hosted AI Assistant on a $5/Month Server
Smart HomeSet up a self-hosted AI assistant running 24/7 on a $5/month VPS. Remembers context across conversations, messages proactively, and actually works — the smart assistant Siri never became.
Household Project Manager in Discord with Spouse
ProductivityOpenClaw as the home's PM in Discord shared with spouse. Either drops topics anytime ('add to the list: kitchen reno'). Clawd researches and refines, accumulates into a shared file, prepares a brief Saturday night, and delivers a prioritized Sunday morning roundup.
YouTube Videos → Reusable Agent Skills Pipeline
Developer WorkflowsFed YouTube videos to OpenClaw to turn 'cool ideas' into reusable agent skills — repeatable workflows with guardrails and reference documentation that other agents can execute.
Bot Set Up Its Own API Proxy to Avoid Rate Limits
Developer WorkflowsAfter hitting Claude Max rate limits, asked the bot to set up a proxy to route a CoPilot subscription as an API endpoint. The bot configured its own infrastructure through a Discord conversation — self-modification in action.
Waitrose Grocery Skill — Christmas Gift for Wife
AutomationCreated a Waitrose grocery shopping skill for OpenClaw and gave it to his wife as a Christmas gift. Automated grocery ordering for the UK supermarket chain.