Check a business
45/100
C
Agentic score
Scored as a restaurant, a bar or a food business.
Pay with
x402 declared by the business
mcflamingo.com offers agents a way to order; we found no way to change or cancel it afterwards.
The biggest step: Let agents book (+34).
Surfing Dog Inbox would let agents see free times, book, change and cancel: +34 points once it's live at inbox.mcflamingo.com. What it is
Free · one DNS record · or run it yourself
A track record appears once the business's inbox sends signed receipts to this network. How receipts work
Your llms.txt names an MCP server we couldn't use: it turned the request away.
Let agents book (+34 points)
Add create_booking next to check_availability, reschedule_booking and cancel_booking, on an MCP server or in an OpenAPI document on your domain: the whole step in one job.
When a customer asks an assistant to book, it can finish the job here instead of handing them a link.
Publish a door that takes bookings: create_booking on an MCP server or in an OpenAPI document on your domain, or an agent inbox.
What counts: create_booking, book_table, create_reservation, reserve, POST /bookings. An inbox that takes bookings, or a booking platform's agent door you declare when you claim your listing and link from your site. A booking page, a form, email or phone don't count.
Let agents pay (+10 points)
Ask your payment provider whether it takes agent payments (a token the person approves, which the agent passes on without seeing a card), and declare it on your own door: in UCP, as a payment handler.
A quick partial step: add paymentAccepted to your business markup, and say in words on your booking or order page how payment happens.
An assistant that knows how payment works can tell its person what happens next; one that can pay finishes the job.
Ask your payment provider whether it takes agent payments (a token the person approves, which the agent passes on without seeing a card), and declare it on a door of your own. Until then, a link to your own checkout counts partly.
What counts: Payment handlers of your own in your UCP profile, ACP delegated payment, AP2 or x402 declared on a door, or a tool that takes a payment (pay_invoice, create_payment). A checkout tool lets an agent order, not pay, and your website platform's standard payment handlers are the platform's. paymentAccepted in your markup, payment terms in words or a checkout link count partly.
Let agents get a receipt or an invoice (+10 points)
Add a small get_invoice tool that looks up an invoice by order number and email.
Customers' assistants keep records; one that can fetch the invoice doesn't ask you for it by email.
Add a small get_invoice tool, on a door of your own, that looks up an invoice by order number and email.
What counts: get_invoice, get_receipt, GET /invoices/{id}. A door that returns the receipt or the invoice for something an agent booked or ordered, or an inbox that takes orders.
Found and readable: https://www.mcflamingo.com/llms.txt.
Through it we found 5 doors for agents we hadn't found another way; it names 1 more we couldn't use.
An llms.txt helps an assistant read about a business; on its own it opens no door to ask, book or order, so it earns no points. What llms.txt does, and doesn't · The llms.txt checker
| Capability | State | Door and how | Source | Points of weight |
|---|---|---|---|---|
| Find | Yes | structured data on its site | source 2026-11-14 | 5 of 5 |
| Catalogue | Yes | MCP: tool list_menu | source 2026-11-14 | 10 of 10 |
| Availability | Partly | structured data on its site | source 2026-11-14 | 2.5 of 5 |
| Message | Yes | MCP: tool ask_mcflamingo | source 2026-11-14 | 10 of 10 |
| Book | No | 0 of 10 | ||
| Order | Yes | MCP: tool place_order | source 2026-11-14 | 10 of 10 |
| Pay | No | 0 of 10 | ||
| Change | No | 0 of 10 | ||
| Cancel | No | 0 of 10 | ||
| Track | Yes | MCP: tool get_order_status | source 2026-11-14 | 5 of 5 |
| Receipt | No | 0 of 10 |
| Capability | State |
|---|---|
| Negotiate | Not applicable |
| Sign up | Not applicable |
| Return or refund | Not applicable |
| Feedback | Not applicable |
| Membership | Not applicable |
| Vouchers | Not applicable |
| Waitlist | Not applicable |
| Support | Not applicable |
| Policies | Not applicable |
Check one part of it: llms.txt · AI crawlers · MCP server · UCP and ACP · Agent inbox
Tools of your own already, such as a checkout, a booking system or a helpdesk? Declare them, and bridge the rest: setting up for agents.
To run it on your own server instead, tell your AI so, or follow the install guide.
#1 among restaurant businesses in US
#57,306 overall
This rank counts every business checked, named on a leaderboard or not; a leaderboard numbers the businesses it names and no others, so a place there can be higher. Ordered by agentic score, then the most recent check. This is not the directory's search order, which nobody can pay to change. Leaderboards
Put it on your own site if you like; nothing is placed anywhere for you.
Agent-ready businesses are listed in Surfing Dog Search; one whose own inbox answers is listed ahead of the rest, and joining is optional. How the order works
Correct what's listed, or hide this page. Free. Manage this page
Your AI can do it too (how). Checking a site is not claiming it: its owner alone can change this page. Stop all crawling of your site.
This is not a certification: it is what our crawler read on mcflamingo.com's site and at its doors on 2026-11-14, scored by the published rules. Nobody can pay for a score or a place.
Evidence: declared — the business's own site or door says so; tested — our own read of its door saw it listed in the 7 days before this check. We have not tried it.
Check your website for AI agents: what the check covers, and how the score works.
Your business? Add your website