The discovery layer AI agents use to pick local businesses.
Buyers are already asking AI for businesses. The agent is already choosing — from directories like this one. The only question is whether your listing is in the answer.
No SEO · No ads · No bidding · Just being in the system AI already uses
Be on the shortlist when buyers ask AI for a business like yours.
The new reality
Today, when someone wants a realtor, an insurance agent, a plumber, an immigration lawyer, or a physical therapist, they're as likely to ask Claude or ChatGPT as they are to open Google.
The AI returns three options. If you're not one of them, you don't get the customer.
It doesn't matter how good your service is, how strong your reviews are, or how much you spend on Google Ads.
This is not a future shift. It is already affecting who gets the first call.
Representative of the seeded catalog + observed search patterns
If the question came from someone in your service area, you want to be in the list of answers.
How it works
When someone asks an AI for a business, the agent calls this directory. We return ranked business listings with booking URLs. The buyer books directly with you through your existing system. We see the impression. You see the conversion. No customer data ever leaves the buyer.
You don't install anything. We install you into the systems AI already uses.
Example
Three results returned. The agent picks the top match — but it's choosing from a list. Velasquez wins because language, subcategory, and hours all match. One impression for us. One new client for them. Two competitors who weren't the top match this time, but might be next time.
Who uses this
Drop the MCP into any agent. Five tools, structured JSON outputs, no API key needed for the Smithery-hosted runtime. MIT licensed.
npx -y @smithery/cli install @mutamiri/ailistmybusinessWhen someone asks an AI for a business like yours, you want to be the answer. List once, get found across every agent that searches our directory.
The long game
Every search shows us what buyers are actually asking for. Which cities, which services, which languages, which combinations. That signal drives where we expand next: new categories, better matching, sharper ranking, more accurate booking handoffs.
Founding members are baked into this flywheel from day one. Earlier you're in, the longer your listing benefits from every improvement.
Who built this
The founder has spent years building software for insurance agencies, public housing authorities, healthcare practices, and local service operators. We know how local businesses get found — through directories, through referrals, through advertising, and through reviews. AI is changing all of that. We're building the infrastructure that helps local businesses stay visible as that shift accelerates.
Pricing
Early listings train on the first wave of real agent traffic. Later listings inherit the ranking model the early ones helped build.
Ranking uses structured match signals -- language, category, availability, proximity. Tier and payment do not influence rank order.
Pay once. Listing for life.
The first 100 listings calibrate the ranking model with real agent traffic. Once that phase closes, the calibration window shuts and ranking weight resets to market rate.
Monthly billing. Cancel anytime.
No phone calls -- No demos -- No sales emails -- Just sign up
Questions
src/types.ts on GitHub.npx -y @smithery/cli install @mutamiri/ailistmybusiness. Works in any MCP-aware agent.270 searches a day. Growing. The first 100 founding members lock the best price the directory will ever offer.