01What Is Hermes Agent Tool Search?
Hermes agent tool search is a feature that lets your AI agent pick the right tool for each job without loading all tools at once. Before tool search, every tool you added filled up the agent's context window, which is the space it uses to think. That made the agent slow and confused, often picking the wrong tool.
With tool search, the agent keeps a few core tools ready, like web search, and stores the rest on a shelf. When a job comes in, the agent looks at what it needs, grabs just the one tool, and gets to work. This is like a worker who used to read the labels of 200 tools every morning but now just grabs the one wrench they need.
Tool search turns on automatically when your tools fill up more than 10% of the agent's thinking space. So you don't have to set it up—it just kicks in when it helps most. The more tools you have, the more tool search keeps your agent sharp and fast.
02Main Features of the New Hermes Agent
The new Hermes agent ships with three big features. First, tool search fixes the problem of agents getting worse as you add more tools. It also improves accuracy and speed.
Second, there's a built-in video agent. It uses a free open source tool called Hyperframes to turn a simple idea into a finished, edited video. You pick your avatar once, pick your voice once, and within minutes you have a video.
Every video you make stays in your workspace, searchable forever.
Third, there's a new free model called Step 3.7 Flash. You can plug it into Hermes and use it free for 30 days. It understands images and videos, can search the web, use tools, and write code.
There's also the ability for Hermes to split into two specialists: one plans, one does. Each builds its own skill library. And Kanban swarms let a team of agents pass tasks back and forth, so you can drop in a big project and let agents work on it in the background.
03How to Set Up Tool Search and Step 3.7 Flash
Setting up the new Hermes tools is simple. Tool search doesn't need any setup—it activates automatically when your tools fill more than 10% of the context window. But for the new model, follow these steps:
- Open your terminal.
- Type Hermes update to get the latest version.
- Type Hermes model to open the model selection.
- Log into the news portal (the episode doesn't specify more, but that's what it says).
- Pick Step 3.7 Flash from the list.
That's it. You're now running a powerful model for free for 30 days. The episode also shows connecting the model to your local notes.
You can point it at a notes folder and ask for automation ideas based on what's in there.
For the video agent, you just hop into Hermes and give a prompt. You don't need to install Hyperframes separately—it works with Hermes. You pick your avatar and voice once, and the video is created for you.
04How to Use Hermes for Videos and Team Tasks
Using the video agent is straightforward. In the episode, the host (digital avatar of Julian Goldie) hops into Hermes and says: 'Make me a short video about the AI profit boardroom that shows how our community helps people automate their business.' Then he picks his avatar once and his voice once, and within minutes he has a finished video.
The video agent uses Hyperframes to turn a simple idea into a real video. All your videos stay in your workspace, searchable forever, so you don't have to hunt through folders for a clip you made last week.
For turning one agent into a whole team, you can use Kanban swarms. You drop in a big task like 'build out the full content plan for the AI profit boardroom,' and your agents go off and work on it in the background. One agent plans, another does, and they pass tasks back and forth on a Kanban board.
Each agent builds its own skill library over time. The planning agent gets better at planning, and the doing agent gets better at doing. They don't share one brain—they each learn on their own.
05Real Results: Tool Selection Accuracy and Model Test
The episode shows concrete numbers for tool search. Before tool search, the agent picked the right tool only 49% of the time. With tool search on, that jumped to 74%.
That's a huge improvement—almost three out of four times it picks the right tool now.
The agent also thinks faster and stays sharp because it doesn't have to read labels on every tool before starting. It only grabs the tools it needs for each job.
For the new Step 3.7 Flash model, the host (Julian's digital avatar) tested it on a real task. He told it to triage the task. The model broke down the goal, set the steps, and finished the whole thing.
Then he moved it to done. Clean.
He also connected the model to his local notes folder and asked for automation ideas based on what's in there. The model connected, read everything, and gave a list of ideas for his business.
These results show that Hermes is now good enough to actually help with real work, not just demos.
06Tips, Limits, and Mistakes to Avoid
Here are tips and warnings from the episode. First, don't load every tool into your agent up front. That's the mistake that makes agents worse.
Instead, rely on tool search to keep only a few core tools ready.
Tool search activates automatically when tools fill more than 10% of the context window. So you don't need to manage it—just add tools and let the system work.
For the video agent, you need to pick your avatar and voice each time you create a new video? Actually, the episode says you pick them once and then they're remembered. So set them up carefully to match your style.
For the free model, remember it's free for 30 days only—after that you'll need to pay or switch. Also, the model can connect to your local notes, but make sure you point it to the right folder so it reads the correct data.
One limit is that the tools are 'good, not perfect,' as the episode says. So don't expect magic—but they are good enough to actually help you.
Another tip: use the Kanban swarms for big projects so you can work on other things while agents handle tasks in the background.
07Who Should Use Hermes Agent and Why It Matters
Hermes agent is for anyone who wants to automate business tasks without learning complicated coding. It's especially useful for small business owners, marketers, and creators who want to save time on repetitive work like content planning, video creation, and data processing.
Why it matters: before tool search, your AI agent got worse the more you taught it. That was a wall that stopped many people from building powerful agents. Now, with tool search, you can have a big toolbox without slowing down.
The video agent means you don't need to switch between tools to create videos—everything is in one place. And the ability to split into a team means you can handle huge projects in the background while you do other things.
The episode also mentions the AI Profit Boardroom, a paid community with coaching calls four times a week, and the free AI Success Lab with 38,000 members. These are for people who want step-by-step help implementing Hermes in their business.
If you're tired of doing things by hand, Hermes agent is worth trying—especially because it's free and easy to start.
