Can AI agents order from TensorFeed?

61/100

B

Agentic score

Read 2026-10-14 · rules v3

Scored as a business of unknown kind; tell us yours.

Can an AI agent…

Message the business?: Yesthrough its A2A door (https://tensorfeed.ai), checked 2026-10-14
Book?: No
Order?: Yesthrough its OpenAPI door (https://tensorfeed.ai/openapi.json), checked 2026-10-14
Sign a person up?: Yesthrough its MCP door (https://mcp.tensorfeed.ai/mcp), checked 2026-10-14
Cancel a booking or an order?: No

tensorfeed.ai offers agents a way to order or sign up; we found no way to change, cancel or track it afterwards.

The biggest step: Let agents see where an order or a booking stands (+10).

Track record

A track record appears once the business's inbox sends signed receipts to this network. How receipts work

What's missing

Let agents see where an order or a booking stands (+10 points)

Add an order lookup by order number and email, such as get_order_status, on your MCP server or in your OpenAPI document.

Guide

More

An assistant asked where an order is can answer at once, instead of sending its person to search their email.

Add an order lookup by order number and email, such as get_order_status, on a door of your own.

What counts: get_order_status, track_order, order_status, lookup_order, GET /orders/{id}/status. UCP order management, or a line in your llms.txt such as "Order lookup API: POST https://…/orders/lookup".
Publish your terms for machines (+5 points)

Write your cancellation, deposit and no-show terms in one plain sentence next to the booking or order button, and on the policy page your footer links to.

Guide

More

Agents check the terms before they commit their person.

What counts: get_policies. MerchantReturnPolicy markup, or a policy page linked from your pages that states its terms in words, such as "free cancellation up to 24 hours before".
Let agents change a booking or an order (+7 points)

Add reschedule_booking or update_order next to the tool that creates the booking or the order.

Guide

More

Plans change; if an agent can't move a booking or change an order, the customer has to call, or cancels.

Add a tool such as reschedule_booking or update_order on the door that takes the booking or the order.

What counts: reschedule_booking, update_booking, change_reservation, update_order, modify_order, PATCH /bookings/{id}, PATCH /orders/{id}. An inbox that takes bookings or orders.
Let agents cancel (+7 points)

Add cancel_booking or cancel_order next to the tool that creates it, and state your cancellation terms in words.

Guide

More

A cancellation an agent can make frees the slot or stops the order at once, instead of becoming a no-show.

Add a tool such as cancel_booking or cancel_order on the door that takes the booking or the order, and state your cancellation terms in words.

What counts: cancel_booking, cancel_order, cancel_membership, DELETE /bookings/{id}, DELETE /orders/{id}. An inbox that takes bookings or orders.
Let members pause, resume or end a membership through an agent (+7 points)

Add pause_membership, resume_membership and cancel_membership on your MCP server or in your OpenAPI document.

Guide

More

A member's assistant can pause or end a membership when asked, instead of sending them to a billing page.

Ask your membership software for a door members' assistants can use, or add those tools on a door of your own.

What counts: pause_membership, resume_membership, cancel_membership, update_membership, cancel_subscription. A door that pauses, resumes or ends a membership. A billing portal is made for people.

llms.txt

We found no llms.txt when we last read tensorfeed.ai. It's optional.

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

Everything we checked

Capability	State	Door and how	Source	Points of weight
Find	Yes	OpenAPI: operation GET /api/payment/info getPaymentInfo	source 2026-10-14	5 of 5
Catalogue	Yes	MCP: tool get_kev_catalog	source 2026-10-14	5 of 5
Message	Yes	A2A	source 2026-10-14	13.3 of 13.3
Book	No	Book, order or sign up count as one: the better of them scores.		13.3 of 13.3, shared with order and sign up
Order	Yes	OpenAPI: operation POST /api/payment/buy-credits postBuyCreditsBook, order or sign up count as one: the better of them scores.	source 2026-10-14	counted with book
Sign up	Yes	MCP: tool register_free_watchBook, order or sign up count as one: the better of them scores.	source 2026-10-14	counted with book
Pay	Yes	A2A: x402	source 2026-10-14	13.3 of 13.3
Change	No			0 of 7.5
Cancel	No			0 of 7.5
Track	No			0 of 10
Receipt	Yes	OpenAPI: operation POST /api/receipt/verify postReceiptVerify	source 2026-10-14	7.5 of 7.5
Membership	No			0 of 7.5
Policies	No			0 of 5

+ 7 more that don't apply to this kind of business

Capability	State
Availability	Not applicable
Negotiate	Not applicable
Return or refund	Not applicable
Feedback	Not applicable
Vouchers	Not applicable
Waitlist	Not applicable
Support	Not applicable

Your next step

Ask your AI to help

I run tensorfeed.ai. Please help me make it work for AI agents, the assistants that act for customers.
1. Read what's missing: https://surfingdog.ai/b/tensorfeed.ai.json. Capabilities marked "no" or "partial", and the guide lines with their points, are the gaps. The rules are at https://surfingdog.ai/v1/score-rules.
2. Read https://surfingdog.ai/guides/sell-through-ai-assistants/#after and https://surfingdog.ai/guides/business-details-for-ai/ before suggesting anything. It's advice, not rules.
3. Ask me, and don't guess: which tools I use today (website platform, booking, checkout, payments, helpdesk), and for each action (message, quote, book, order, pay, change, cancel, track, return) whether my own system, an inbox, or nobody should handle it. Don't set up a door I can't fulfil.
4. Start with the biggest gap: Let agents see where an order or a booking stands. Before each change, tell me in two lines what you'll change and where, and wait for my yes. Ask before anything that costs money, changes DNS or sends email.
5. Make every door findable from tensorfeed.ai itself: a /.well-known file, an MCP server card, or a line in llms.txt saying what each address is.
6. When done, open https://surfingdog.ai/b/tensorfeed.ai and use "Check again" (allowed a few minutes after the last read), then show me what changed.
Never invent prices, hours, policies or abilities: ask me.

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.

Message for your web person

Subject: What AI agents can do on tensorfeed.ai: 61/100

Hello,

I checked tensorfeed.ai with Surfing Dog on 2026-10-14. It reads a website the way an AI assistant does when a customer asks it to book or buy, and scores how far it can go: 61/100 (B), counted as a business of a kind not known.
Full result: https://surfingdog.ai/b/tensorfeed.ai

Agents can already: find the business, read its catalogue, send it a message, order, sign a person up, pay and get a receipt.

What's missing, biggest gain at the top:
1. Let agents see where an order or a booking stands (+10 points)
   What counts: get_order_status, track_order, order_status, lookup_order, GET /orders/{id}/status. UCP order management, or a line in your llms.txt such as "Order lookup API: POST https://…/orders/lookup".
   Add an order lookup by order number and email, such as get_order_status, on your MCP server or in your OpenAPI document.
2. Publish your terms for machines (+5 points)
   What counts: get_policies. MerchantReturnPolicy markup, or a policy page linked from your pages that states its terms in words, such as "free cancellation up to 24 hours before".
   Write your cancellation, deposit and no-show terms in one plain sentence next to the booking or order button, and on the policy page your footer links to.
3. Let agents change a booking or an order (+7 points)
   What counts: reschedule_booking, update_booking, change_reservation, update_order, modify_order, PATCH /bookings/{id}, PATCH /orders/{id}. An inbox that takes bookings or orders.
   Add reschedule_booking or update_order next to the tool that creates the booking or the order.
4. Let agents cancel (+7 points)
   What counts: cancel_booking, cancel_order, cancel_membership, DELETE /bookings/{id}, DELETE /orders/{id}. An inbox that takes bookings or orders.
   Add cancel_booking or cancel_order next to the tool that creates it, and state your cancellation terms in words.
5. Let members pause, resume or end a membership through an agent (+7 points)
   What counts: pause_membership, resume_membership, cancel_membership, update_membership, cancel_subscription. A door that pauses, resumes or ends a membership. A billing portal is made for people.
   Add pause_membership, resume_membership and cancel_membership on your MCP server or in your OpenAPI document.

Already fine: your OpenAPI, MCP and A2A doors count; nothing to change there.

Once a change is live, open https://surfingdog.ai/b/tensorfeed.ai and choose "Check again": a fresh read can be asked for a few minutes after the last one.
How the score works: https://surfingdog.ai/v1/score-rules. It's not a certification; it's what the site and its doors said on 2026-10-14.

Thanks

Rank

#18 among software and AI companies
#18 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

Badge

<a href="https://surfingdog.ai/b/tensorfeed.ai"><img src="https://surfingdog.ai/badge/tensorfeed.ai.svg" alt="Agentic score, checked by Surfing Dog" height="20"></a>

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

Is this your business?

Claim or correct it, free: register_business or update_business from your AI (how).
Hide this result: update_business with score_page: "hidden" and your claim token or a proof.

Checking a site is not claiming it: anyone can check any site, and its owner alone can claim, correct or hide it.

Stop all crawling of your site: https://surfingdog.ai/bot#stop.

This is not a certification: it is what our crawler read on tensorfeed.ai's own site and doors on 2026-10-14, 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 another business

Check your website for AI agents: what the check covers, and how the score works.