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OpenClaw Project Ideas and Use Cases 🦞

OpenClaw (formerly Clawdbot, briefly Moltbot) is a personal AI agent that runs on your own machine and takes instructions from the chat apps you already use. Because it can call tools, run skills on a schedule and reach other devices over the Gateway, people use it for far more than chat. The hard part is usually deciding what to build first.

This page groups the most common OpenClaw use cases into seven themes. Each one has a short explanation and a few projects from the directory that already do it, so you can copy a working setup instead of starting from a blank config.

A personal assistant on your phone

The classic first project: an always-on assistant you message from WhatsApp, Telegram or Discord that remembers context, sets reminders and runs errands on the web for you. The interesting variations are about where the agent lives and how you talk to it, whether that is an Android phone you already own, a browser tab, or a setup simple enough for someone who has never opened a terminal.

  • CrawBot — A personal agentic assistant powered by OpenClaw and built for non-technical users.
  • PhoneClaw — Turns a spare Android phone into a 24/7 assistant that automates apps without root.
  • OpenClaw_Termux — Runs OpenClaw itself on Android through Termux and chats over WhatsApp, Telegram or Discord.
  • Claw-Talk — A push-to-talk voice interface that turns any browser into a walkie-talkie for your agent.

Feishu, Lark and team chat bots

Many teams, especially in China, live in Feishu (Lark) rather than Slack. A popular use case is putting Clawdbot or OpenClaw inside Feishu so it can answer in group chats, read and write Bitable tables and manage calendar events. The projects below avoid the usual pain point of exposing a public webhook server.

  • feishu-clawdbot-guide — Connects Clawdbot to Feishu in three commands with no public server needed.
  • feishu-bitable-skill — An OpenClaw skill for creating, reading, updating and deleting rows in Feishu Bitable.
  • feishu-calendar-skill — Creates and manages Feishu calendar events on the user's behalf with OAuth.
  • Claude-to-IM — A bridge that routes an agent to Telegram, Discord and Feishu, with permissions and rate limits.

Team workspaces and multi-agent offices

Once one agent works, the next idea is a team of them: a planner, a coder and a reviewer that share tasks, run on a cron schedule and report back to people. These projects add the project management layer OpenClaw lacks out of the box, with kanban boards, sessions, issue routing and a dashboard to see what each agent is doing.

  • teamclaw — A self-hosted team workspace that turns chat into tracked work and generates decks, quotes and prototypes.
  • Claw Empire — A local-first "CEO desk" office simulator that orchestrates CLI, OAuth and API-connected agents.
  • ClawKitchen — One dashboard for multi-agent teams, agile tasks, goal tracking and cron jobs.
  • OpenClaw Linear Plugin — Triages Linear issues and routes them to the right agent through webhooks.

Smart home and IoT hardware

OpenClaw is a natural fit for the home: ask in plain language to dim the lights or check the front door lock, and let the agent call your existing hub. At the hardware end, makers are running OpenClaw clients on ESP32 boards and building dedicated voice devices so the assistant does not need a phone or laptop at all.

  • Homebridge OpenClaw — A Homebridge plugin that lets OpenClaw agents list and control HomeKit devices over a REST API.
  • OpenClaw Home Automation — Natural-language control of lights, thermostats and locks via popular IoT platforms.
  • MimiClaw — Runs OpenClaw on a $5 ESP32 chip with no OS and no Node.js.
  • Mote — An open-source ESP32-S3 voice companion that gives your assistant a physical presence.

Security hardening for self-hosted agents

An agent that can run shell commands and holds your API keys is a real security risk, and hardening it has become a use case of its own. Good projects here keep secrets out of the agent process, lock down the host with a firewall and VPN, and audit an existing install for exposed tokens or risky settings.

  • Aquaman — A credential isolation sidecar that injects API keys from Keychain, 1Password or Vault so the agent never sees them.
  • OpenClaw Ansible — A repeatable hardened install with Tailscale VPN, UFW firewall and Docker isolation.
  • Clawdbot-Security-Check — Audits a Clawdbot setup and produces a remediation report.
  • Safe OpenClaw Setup Guide — Covers sandboxing and safe deployment settings before you give the agent real access.

Business ideas: OpenClaw services and agencies

If you are searching for OpenClaw business ideas, the clearest opportunity so far is service work. Most companies want an AI agent but not the job of installing, securing and maintaining one. The examples below show the main models: white-glove setup for small teams, managed hosting for agent fleets, and an agency that sells packaged agent teams with CRM and reporting built in.

  • SetupClaw — White-glove OpenClaw deployment, hardening and ongoing care for 4 to 50+ person teams.
  • Molted — Managed hosting for OpenClaw agent fleets with a multi-tenant dashboard and white-label API.
  • Agent Team Business Blueprint — A framework for an agency that sets up automated OpenClaw agent teams for companies.
  • Advanced OpenClaw Workflow Suite — A packaged setup with personal CRM, knowledge base, HubSpot and analytics you can adapt for clients.

Developer tooling and observability

Developers use OpenClaw both as a coding assistant and as a platform to build on. Useful projects in this space give the agent new hands, such as desktop control over MCP, or give you visibility into what it is doing and what it costs. These are good starting points if you want to contribute a skill or plugin of your own.

  • winremote-mcp — An MCP server with 40+ tools for Windows desktop automation, processes and files.
  • tokscale — A CLI that tracks token usage across OpenClaw, Claude Code, Codex, Gemini CLI and more.
  • Clawmetry — A real-time observability dashboard that shows what your OpenClaw agent is thinking and doing.
  • Engie — A persistent AI project manager that tracks Jira and GitHub and runs coding tasks.

OpenClaw ideas digest 🦞

An occasional roundup of new OpenClaw projects and ideas worth building.

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Find more OpenClaw projects

For more examples, browse the full OpenClaw projects directory or start from a category such as automation and workflows, business and productivity, IoT and hardware, security or developer tools.

Built something that fits one of these use cases? Submit your OpenClaw project to the directory.