Introducing Toolhouse RAG: Free Yourself From RAG Complexity

For too long, you've struggled with complex RAG implementations, unnecessarily spending nights and weekends to make your knowledge available to your agents. You've built pipelines, debugged embedding issues, and managed vector stores—all while your actual product sat waiting.

That ends today.

Introducing Toolhouse RAG, the most seamless RAG pipeline in the industry

We are rewriting the history of RAG by bringing the most straightforward developer experience possible: just one command (th rag) allows you to upload, chunk, embed, and store your private knowledge into a serverless vector database. All these operations are performed transparently and automatically.

Toolhouse RAG is available to any agent you build in Toolhouse. There is no need to build custom integrations.

There's no need to believe us: just check out the docs to find out!

One Command, Complete Freedom

Toolhouse RAG supports the most common file formats right out of the box. Upload any text-based file, like CSVs, rich text files, code, and PDFs. We will add more file formats soon, and we will support larger files as well.

Using Toolhouse RAG is simple. It all starts from the th rag command:

• th rag create creates a RAG folder. You can create multiple folders.

• Use th rag add to add one or more files to your folder. You can assign the same file to multiple folders.

• Reference your rag folder by adding rag: (folder name) to your th file.

That's it.

Configure multiple logical vector stores to group together all the files you uploaded. This way, each agent can connect to a specific vector store while keeping files in one place. For example, if you're building a marketing agent, you can have a vector store with copy guidelines, and another vector store with product data. You can upload files into these two stores independently, and connect them to one or more agents.

Breaking the RAG Status Quo

Let's be honest about what RAG has become: deliberately complex black magic designed for vendor lock-in. The industry has convinced you that there’s value add in complexity, when the reality is the opposite.

We are on a mission to deliver simplicity as the ultimate sophistication. Toolhouse RAG breaks the RAG status quo by creating the most straightforward end-to-end RAG solution.

What the industry charges five figures for, we're including in our Pro plan for $39/month, and to all users for a limited time. Not as an add-on. Not as a limited feature. The full power of RAG (along with all other Toolhouse features) at a price that respects your budget as much as your intelligence.

Yes, you can bring your own RAG

Toolhouse doesn't lock you into a particular RAG. If you still like your existing RAG pipeline, bring it into Toolhouse? Our MCP server provides built-in support for Pinecone and MongoDB Atlas, and you can easily import other RAG providers into Toolhouse. What's best, you can use Toolhouse RAG alongside your existing providers.

Build Agents, Not Infrastructure

Remember why you got into this field—to build transformative AI experiences, not to become a glorified plumber of embedding pipelines. Toolhouse RAG returns you to that original passion.

Your knowledge is your competitive edge. And now it's just one command away from powering your agents.

The future isn't about who can master the most arcane systems—it's about who can create the most value the fastest. Join us in breaking down the artificial barriers that have kept RAG out of reach for too many talented developers.