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An AI Agent That Builds Teams of AI Agents

Posted by alex@creahive Dec 27, 2025

The Meta-Agent: Talk to It in Plain English, Get a Fully Functional Workflow in Seconds

A companion guide to Nate Herk’s video tutorial (Free n8n template included)

 

What if you could just describe the AI agent you want, and have another AI agent build it for you instantly? No dragging nodes. No configuring settings. Just plain English.

That’s exactly what this tutorial builds: a meta-agent – an AI agent that creates other AI agents. You talk to it, and within seconds, it spins up a brand-new, fully functional n8n workflow tailored to your request, complete with a direct link and a step-by-step setup guide.

Video Chapters

Jump to any section:

Time Topic Link
0:00 Live Demo: Slack Agent Watch
2:46 n8n Developer Agent Breakdown Watch
4:50 Builder Agent System Prompt Watch
7:08 Claude Opus 4 Thinking Watch
7:48 Create n8n Workflow Node Watch
9:15 More AI Generated Examples Watch
10:48 Live Demo #2: Personalized Email Workflow Watch
13:42 My Mindset While Building This Watch
15:07 Live Demo #3: Outreach Research Workflow Watch
15:48 STEAL THIS FOR FREE Watch
16:53 Pricing Breakdown Watch
18:19 Final Thoughts Watch

What You’re Building

A meta-agent – an AI agent inside n8n that can build other n8n AI agents for you instantly. Here’s what makes it special:

  • Plain English input – Just describe what you want the agent to do
  • Instant workflow creation – Spins up a fully functional n8n workflow in seconds
  • Direct link output – Get a clickable link to the new workflow in your n8n instance
  • Setup guide included – Each generated workflow comes with step-by-step instructions

Whether you’re a beginner or an automation pro, this is the fastest way to start building AI agents.

Live Demos in the Video

Demo 1: Slack Agent

The video opens with a live demonstration of creating a Slack agent from scratch. Just describe what you need – “build me an agent that monitors a Slack channel and responds to questions” – and watch the meta-agent generate the complete workflow.

Demo 2: Personalized Email Workflow

A more complex example showing how to generate an automated email personalization system. The meta-agent creates a workflow that can take input data and craft personalized emails automatically.

Demo 3: Outreach Research Workflow

The final demo shows creating a research workflow for outreach – demonstrating how the meta-agent handles more sophisticated multi-step automation requirements.

How It Works

The Builder Agent Architecture

At the core is what Nate calls the “n8n Developer Agent” – a specialized AI that understands n8n’s workflow structure and can generate valid JSON workflow definitions.

The System Prompt

The magic is in the system prompt. It instructs the AI on how n8n workflows are structured, what nodes are available, how to connect them properly, and how to format the output JSON so it can be imported directly into n8n.

Claude Opus 4 for Reasoning

This build uses Claude Opus 4 for its advanced reasoning capabilities. The “thinking” feature lets you see the AI’s reasoning process as it designs the workflow, deciding which nodes to use and how to connect them.

The Create Workflow Node

Once the AI generates the workflow JSON, it uses n8n’s API to actually create the workflow in your instance. You get back a direct link you can click to open and use immediately.

Key Components

  1. Chat Interface – Where you describe what agent you want to build
  2. Builder Agent – The AI that understands n8n and designs workflows
  3. System Prompt – The instructions that make the AI an n8n expert
  4. Claude Opus 4 – The LLM powering the reasoning
  5. Create Workflow Node – The HTTP request that creates the workflow via n8n API
  6. Output Handler – Returns the link and setup guide to you

The Mindset Behind Building This

Nate shares his approach to building scalable AI automation systems. The key insight: instead of building individual agents one at a time, build a system that can spawn new agents on demand.

This meta-level thinking is what separates casual automation users from people building truly scalable systems. Once you have an agent that builds agents, you’ve created leverage.

Pricing Breakdown

The video includes a detailed cost breakdown for running this system:

  • Claude Opus 4 – The primary cost, used for reasoning and workflow generation
  • n8n – Either cloud subscription or self-hosted (free)
  • Per-generation cost – Varies based on complexity of the requested workflow

The cost per agent creation is remarkably low – typically just pennies to create a fully functional workflow.

Get the Free Template

The complete workflow is available for free. To get it:

  1. Join Nate’s free Skool community (link in video description)
  2. Search for the video title or go to YouTube Resources
  3. Download the JSON workflow template
  4. Import into your n8n instance (click the three dots, “Import from File…”)

What You Can Build With This

Once you have the meta-agent running, you can generate agents for:

  • Slack bots and channel monitors
  • Email automation workflows
  • Research and data collection agents
  • Customer support assistants
  • Content creation pipelines
  • Lead generation systems
  • Any workflow you can describe in plain English

Key Takeaways

  • Meta-agents that build other agents create massive leverage
  • Claude Opus 4’s reasoning capabilities are ideal for complex workflow generation
  • The system prompt is where the magic happens – it teaches the AI how n8n works
  • Plain English input makes automation accessible to everyone
  • Direct workflow links and setup guides make the output immediately usable
  • Cost per agent is remarkably low (pennies, not dollars)

Build Agents That Build Agents

This is more than a tutorial – it’s a shift in how you think about automation. Instead of building one agent at a time, you build the system that creates agents.

The template is free. The concepts are powerful. And once you have a meta-agent running, you’re limited only by what you can describe.

Download the template. Start generating agents. Scale your automation infinitely.

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