irvingfarmcoffee.com is hard for agents to use.
AI assistants cannot open the website of Irving Farm Coffee Roasters, so they rely on what other sites say about it.
Listed by OpenStreetMap · Overture Maps.
Order directly: order.toasttab.com/online/irving-farm-new-york-gramercy through toast acting for the business · Menu: irvingfarmcoffee.com/pages/food-menu
See what an AI agent reads on this site →
32 of 65 points available
agent-readiness level
thing to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
Since the scan of 2026-10-14 (F then): fixed The site could not be read at all. new The site turned every visitor without a browser away.
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.
Top 56% of the sites scanned in this index. Just above: Dokidoki D, Gold Star Beer Counter D. Just below: Konditori D, La Milagrosa D.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 98% | yes |
| Publish the menu or price list as HTML | 96% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 99% | no |
| Structured data with address, phone and hours | 25% | yes |
| Have an llms.txt | 11% | no |
The top tenth is the 148 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with Shopify 1,345 sites | 58% | 37% | 49.2% |
| Sites using Toast 1,884 sites | 74% | 63% | 49.2% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Bar Jamón | 103 m | B | yes |
| Union Square Cafe | 134 m | A | yes |
| Eleni's Goods greek, coffee_shop | 177 m | B | yes |
| Gramercy Cafe | 193 m | D | no |
| Barfly pub | 197 m | A | yes |
| Blue Bottle Coffee coffee_shop | 198 m | F | yes |
| The Headless Horseman | 252 m | F | no |
| Luckin Coffee coffee_shop | 256 m | D | no |
| WatchHouse coffee_shop | 313 m | D | yes |
| Molly's pub | 346 m | F | no |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York cafes and bars | 1,477 | 48% | 30% | 49.2% |
| Sites built with Shopify in New York cafes and bars | 29 | 30% | 0% | 49.2% |
| Sites using Toast in New York cafes and bars | 85 | 74% | 65% | 49.2% |
| Sites built with Shopify and using Toast in New York cafes and bars | 3 | 47% | 0% | 49.2% |
Queen's Room A 95% · Kissa Kissa A 93.8% · Locksmith Bar A 92.3% · Black Iron Burger A 90.8% · Dullboy Bar A 90.8%
With the fix above (The site turns every visitor without a browser away, AI agents included) the score would be about 87.7%: 68th of 1,477 in New York cafes and bars, up from 833rd.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
A plain fetch was refused (cloudflare_challenge); only a real browser got the page. Every AI crawler and agent is turned away the same way, so Reachable scores 0 and the rest is measured on the rendered page. Ask the host to let the AI user agents through. How to fix it
No one is listed yet to fix this in New York cafes and bars. List your agency or yourself: free, reviewed by hand.
Builder: shopify · Front: cloudflare · A plain fetch got cloudflare_challenge; a real browser got the page, so the scan continues on the rendered page.
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.
Rescan now · Markdown · Dispute a check
Keep watching this business: the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant and the places nearby; 5 EUR once. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.
The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/irvingfarmcoffee.com, through the MCP tool direct_record and in the city feed /city/new-york-cafes-bars/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | order.toasttab.com/online/irving-farm-new-york-gramercy vendor on own site: Toast | found by the scan of 2026-10-15, not yet tested |
| Menu | irvingfarmcoffee.com/pages/food-menu html_page | from the scan |
| Hours | Mo-Fr 07:00-17:00; Sa-Su 08:00-17:00 (closed now) | from OpenStreetMap |
| Phone | +1-212-995-5252 |
Stable links that count: /go/irvingfarmcoffee.com/order, /go/irvingfarmcoffee.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.
Owners: claim the business below to correct this record; the claim email carries the link.
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| UCP profile /.well-known/ucp, Google and Shopify's Universal Commerce Protocol | no |
| ACP discovery document /.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol | no |
| MCP server card /.well-known/mcp/server-card.json | no |
| Ordering vendor that takes agent orders Toast | yes |
| Vendor terms for agents Toast, read 2026-10-15 | Through partners |
Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Source. About Toast · all vendors.
Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.
| JSON-LD for the business | yes |