Content creation is time-consuming. But what if you could tell your local AI assistant to research a topic, write a comprehensive article, format it perfectly, and push it directly to your WordPress dashboard—all in the background while you keep working?

Using OpenClaw, a powerful local AI agent framework, you can do exactly that by spawning autonomous “sub-agents.” In this full project walkthrough, we’ll build a seamless pipeline to manage WordPress posts automatically.

Why did I decide to build it this way? (Local Agents vs. Cloud SaaS)

Before we jump into the setup, you might be wondering: why not just use a paid AI blogging tool? The answer comes down to privacy, cost, and absolute control. Let’s figure this out together.

  • Zero SaaS Subscriptions: You aren’t paying high monthly fees for a wrapper app. You run the LLM and agent framework locally for free.
  • Complete Privacy: You own your data, your API keys, and your prompts. Nothing leaks to third-party dashboards.
  • Unlimited Flexibility: Because we are using an open-source agent framework, we can write custom Python scripts to extend its capabilities however we want.

Project Overview

Here is what we are going to build:

  • The Goal: An AI workflow where a “manager” agent delegates a blog writing task to an isolated “sub-agent.”
  • The Tools: OpenClaw (for the agent framework), WordPress REST API (for publishing), and Python.
  • The Result: A fully formatted draft sitting in your WordPress backend, complete with headers, code blocks, and formatting, ready for your final human review.

Step 1: Preparing WordPress (App Passwords)

First, we need to securely connect our agent to WordPress without hardcoding our real admin password.

Security Warning: Never commit your Application Password to a public GitHub repository. Always store it in a local environment variable or your secure config file!
  1. Log in to your WordPress dashboard.
  2. Navigate to Users > Profile.
  3. Scroll down to the Application Passwords section.
  4. Enter a name like ‘OpenClaw Sub-Agent’ and click Add New Application Password.
  5. Copy the 24-character password generated. You won’t be able to see it again!

Step 2: Installing the WordPress API Skill

OpenClaw uses modular skills to interact with external services. Instead of building the API integration from scratch, we can install the pre-built WordPress skill directly from ClawHub.

Run the following command in your terminal to install it:

openclaw skills install @codedao12/wordpress

Once installed, locate the WordPress skill configuration in your workspace (usually under skills/wordpress/config/sites.json) and add your credentials:

{
  "sites": {
    "my-blog": {
      "url": "https://yourwebsite.com",
      "username": "admin_user",
      "app_password": "xxxx xxxx xxxx xxxx xxxx xxxx",
      "description": "My Personal Tech Blog"
    }
  }
}

Step 3: Designing the Agent Task Prompt

Now, how do we trigger this? In OpenClaw, you can talk to your primary agent and ask it to spawn a sub-agent. The key is giving the sub-agent a very explicit task definition so it knows exactly what to write and how to format it.

Pro-Tip: You can tweak your prompt to define a specific tone. Ask the agent to write in a “witty, conversational tone” or a “strictly technical documentation tone” to match your blog’s exact style.

Here is an example prompt you would send to your OpenClaw assistant:

Spawn a sub-agent to write a blog post about "The Future of Local AI Agents."

Instructions for the sub-agent:
1. Research the latest trends in local AI.
2. Write a 1,000-word tutorial.
3. Convert the content into WordPress Gutenberg HTML blocks.
4. Use the `wordpress` skill to push it to the 'my-blog' site as a "draft".
5. Yield completion when the draft ID is returned.

Step 4: Under the Hood (The Sub-Agent Execution)

When you issue the command above, OpenClaw runs a sessions_spawn tool. This creates a sandboxed parallel session. While you continue your conversation or work on other things, the sub-agent goes through the following loop in the background:

  1. Search & Compile: Uses web search tools to gather current info.
  2. Drafting: Uses its LLM context to write the post.
  3. API Execution: Runs the WordPress CLI wrapper to push the payload:
./wp.sh my-blog create-post --title "The Future of Local AI Agents" --content "..." --status "draft"

Under the hood, the WordPress REST API expects a structured JSON payload. Here is a simplified look at exactly what the agent sends to your site:

{
  "title": "The Future of Local AI Agents",
  "content": "

Your generated content here...

", "status": "draft" }

Step 5: Review and Publish

Once the sub-agent yields completion, your main assistant will notify you: “The draft has been successfully created with ID 1042.”

All you have to do is log into your WordPress backend, open the Drafts folder, do a quick human review, add a featured image, and hit Publish.

FAQ & Troubleshooting

What if I get a 403 Forbidden error?

If your API push fails with a 403 error, your Web Application Firewall (like Wordfence) is likely blocking the automated request. Check your WAF’s Live Traffic log and whitelist the action.

Does this support custom post types?

Yes! The WordPress REST API supports custom post types. You just need to change the endpoint from wp/v2/posts to your custom type’s endpoint.

Can the agent generate featured images?

Absolutely. You can equip the agent with an image generation tool and have it upload the image to the wp/v2/media endpoint, then link the Media ID to your post.

Related Reading

Conclusion

By delegating content generation and API publishing to an autonomous sub-agent, you eliminate the friction of formatting, copy-pasting, and context switching. OpenClaw handles the heavy lifting, letting you focus strictly on strategy and final editing. Try setting up your first sub-agent today!

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