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How OpenClaw Works: A General-Purpose AI Agent That Can Do (Almost) Anything

Clawmachined Team · February 17, 2026

How OpenClaw Works: A General-Purpose AI Agent That Can Do (Almost) Anything

Most AI tools are chatbots. You type a message, you get a response, and that's it. OpenClaw is different — it's a general-purpose AI agent with its own computer. It can take actions, run code, browse the web, manage files, and call any API you give it access to.

Here's exactly how it works.

Your Agent Gets Its Own Computer

When you deploy an OpenClaw agent on Clawmachined, it gets a dedicated, isolated machine:

  • 2 vCPU, 2 GB RAM, 1 GB storage
  • Full filesystem — it can create files, read documents, store data, and organize information just like you would on your own computer
  • A web browser — it can visit any website, read pages, fill out forms, click buttons, and take screenshots
  • Code execution — it can write and run scripts in Python, Node.js, shell, or any language it needs
  • Outbound API access — it can call any API on the internet that you give it credentials for

This is what makes OpenClaw fundamentally different from a chatbot. A chatbot generates text. OpenClaw does things. It can research a topic by visiting 20 websites, compile the findings into a spreadsheet, publish a blog post to WordPress, and notify you on Slack — all in one go.

Persistent Memory

Your agent remembers everything. Every conversation, every instruction, every file it creates — it's all stored on its filesystem and persists across sessions.

  • API keys and credentials — Give it your Salesforce key once, and it remembers it forever
  • Instructions and preferences — Tell it your brand voice or escalation rules, and it follows them every time
  • Past work — It can reference previous research, old reports, and historical data
  • Learned context — The more it works with your tools and data, the better it gets

OpenClaw also supports separate conversation threads. You can have one conversation about marketing, another about customer support, and another about research — they don't bleed into each other. Each thread maintains its own context while sharing the same underlying agent and filesystem.

Connect Any Tool with an API Key

OpenClaw works with any tool that has an API. The mechanism is simple:

  1. Give it an API key — Paste your Salesforce API key, HubSpot key, Zendesk token, or any other credential into your agent's settings. Keys are stored encrypted — only you and your agent can see them.
  2. Tell it how to use the tool — You can do this in plain English: "Use this Salesforce API key to look up customer accounts when support tickets come in." Your agent reads the API documentation, figures out the endpoints, and starts making calls.
  3. Or install a ClawHub skill — If a pre-built skill exists for the tool, install it and your agent immediately knows how to use the API without any additional instructions.

Your agent saves the integration and remembers it going forward. You set it up once.

ClawHub: The Skill Marketplace

ClawHub is a marketplace of 500+ pre-built skills that give your agent instant knowledge of how to use specific tools and services.

Install a skill, and your agent immediately knows the API endpoints, authentication methods, data formats, and best practices for that service. No configuration, no custom instructions needed.

Examples of available skills:

  • Zendesk — Read, create, update, and resolve support tickets
  • WordPress — Publish, edit, and manage blog posts and pages
  • Google Search Console — Pull keyword rankings, impressions, and click data
  • Jira — Create issues, update statuses, add comments, and manage sprints
  • Mailchimp — Create campaigns, manage lists, and send emails
  • Buffer — Schedule and publish social media posts
  • Google Sheets — Read, write, and format spreadsheet data
  • Notion — Create and update pages, databases, and documentation
  • Slack — Send messages, create channels, and manage notifications
  • GitHub — Read repos, create issues, review PRs, and monitor CI/CD

Skills are community-contributed and reviewed. If a skill doesn't exist for your tool, you can always give your agent the API key and tell it what to do in plain English — it'll figure it out.

Scheduling & Autonomous Actions

OpenClaw doesn't just respond when you message it. You can set up scheduled tasks that run automatically:

  • "Every Monday at 9am, pull my SEO rankings and post a report to Slack"
  • "Every Friday, check competitor pricing pages and alert me if anything changed"
  • "After every GitHub deploy, run the test suite and report results"
  • "Every morning, check for new Zendesk tickets and auto-respond to common questions"

Your agent runs these tasks on its own schedule, without you needing to prompt it. It wakes up, does the work, posts the results, and goes back to waiting.

Give It a Personality

Every OpenClaw agent can be customized with a specific personality, tone, and set of behavioral rules:

  • A support agent can be professional, empathetic, and patient — always acknowledging the customer's frustration before jumping to solutions
  • A marketing agent can match your brand voice — whether that's casual and witty, or formal and authoritative
  • A QA agent can be thorough and precise — always including steps to reproduce, expected vs. actual behavior, and severity ratings in bug reports
  • A research agent can be analytical and detail-oriented — always citing sources and flagging when data might be outdated

Personality isn't cosmetic. It shapes how your agent communicates with customers, writes content, formats reports, and interacts with your team.

What Can You Actually Use It For?

OpenClaw is general-purpose — it can handle almost any task that involves reading, writing, browsing, or calling APIs. Here are some of the most common use cases:

  • Customer Support — Resolve tickets in Zendesk, answer questions from your knowledge base, and escalate to humans with full CRM context
  • Marketing Automation — Write blog posts, publish to WordPress, schedule social media via Buffer, and report on Google Analytics performance
  • SEO — Track keyword rankings from Search Console, audit content, crawl your site for technical issues, and generate weekly reports
  • QA Testing — Run Playwright tests on your staging site, file Jira bugs with screenshots, and triage CI failures from GitHub Actions
  • Research — Analyze competitors, monitor pricing changes, collect data from multiple sources, and output structured Google Sheets

When in Doubt, Just Ask

You don't need to know exactly how to set things up. If you're unsure whether OpenClaw can do something, or how to configure it — just literally ask it. Tell it what you're trying to accomplish in plain English.

It will tell you what it needs from you (an API key, a URL, some credentials), what its limitations are, and exactly how it plans to get the job done. Then it goes and does it.

It feels almost like magic, but the best way to think about it is simpler than that: treat it like a normal human assistant. You wouldn't hand a new employee a 50-page configuration manual — you'd explain what you need and let them ask questions. OpenClaw works the same way.

Get Started

Deploy an OpenClaw agent on Clawmachined in one click. All you need is an API key from your LLM provider.

Your agent will be running in about 30 seconds — with its own computer, persistent memory, and the ability to connect to any tool you use. From there, it's up to you what it does.