Eat First
eatfirstbelmont.com is mostly ready for agents.
Listed by OpenStreetMap · Overture Maps.
Ways to reach Eat First directly, with no marketplace in between. Checked 2026-10-23. Report a mistake
Hours, from OpenStreetMap · Overture Maps: Mon–Thu 11:00–21:30 · Fri 11:00–22:00 · Sat–Sun 12:00–22:00
+17736920293
Step-free access (OpenStreetMap)
Prices: 5 prices on the site, the middle one $9.25
Places near Eat First that take a booking or an order on their own website, with no marketplace in between.
- Tang’s Chinese kitchen730 m · chinese
- Baos N Bowls2.5 km · chinese
- Dai Yee's Asian Kitchen2.5 km · chinese
- China Town2.8 km · chinese
The website's grade
An AI assistant can open Eat First's website. It can read what Eat First offers. To book or order, it is sent to Grubhub, a marketplace.
47 of 65 points available
agent-readiness level, Not Ready
things to fix
Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.
What the site tells visitors Measured, not scored
These don't change the grade.
What assistants answer
Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.
The assistants were asked 12 everyday questions about Chicago and named 31 places. Eat First wasn't one of them. See who was named →
How Eat First compares
1,114 of 3,640 in Chicago
Top 31% of the sites scanned in this index. Just above: Duck Duck Goat B, Eat Fine Design By Khun Kung B. Just below: El Pueblito Mexican Grill B, El Pueblito Mexican Grill #2 B.
| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 94% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes |
| Structured data with address, phone and hours | 58% | no |
| Have an llms.txt | 29% | no |
The top 10% are the 370 highest-scoring reachable sites in the index at the last update.
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites using Grubhub 193 sites | 64% | 44% | 72.3% |
Nearest places with a similar menu
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Tang’s Chinese kitchen chinese | 731 m | B | yes |
| Friendship Chinese chinese | 735 m | D | no |
| Choi's Chinese chinese | 1.1 km | F | no |
| Wok You Want chinese | 1.2 km | B | no |
| Lin's Garden chinese | 1.6 km | F | no |
| Lo's China Kitchen chinese | 2.0 km | D | no |
| Baos N Bowls chinese | 2.5 km | A | yes |
| Dai Yee's Asian Kitchen chinese | 2.5 km | B | yes |
| China Fast Wok chinese | 2.6 km | D | no |
| China Town chinese | 2.8 km | C | yes |
Businesses like Eat First in Chicago
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Chicago | 3,640 | 52% | 35% | 72.3% |
| Sites using Grubhub in Chicago | 28 | 66% | 54% | 72.3% |
The best of the sites using Grubhub in Chicago
Bacchanalia A 95.4% · Club Lago A 95.4% · Lilac Tiger A 87.7% · Miku Sushi B 81.5% · Agami B 72.3%
After the top fixes
With the three fixes above (Ordering only through grubhub; No working HTTPS; Structured data is incomplete), the score would be about 100%, which would be first of 3,640 in Chicago.
Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.
What to fix first
- Ordering only through grubhub +12 points
Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. How to fix it About this vendor
- No working HTTPS +3 points
The page is only served over plain http. Browsers and agents rank it lower or refuse it.
- Structured data is incomplete +3 points
Missing: opening hours. How to fix it
- No llms.txt no points, but worth doing
Optional for now and cheap to add. It's a short text file that describes the business for language models. How to fix it
Send the fixes to your web person
No one is listed yet to fix this in Chicago. List your agency or yourself. It's free, and every listing is reviewed by hand.
Already right
- robots.txt lets AI crawlers in No rule blocks the main AI user agents.
- AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- Structured data found (Restaurant) address, phone
- Menu or price list is an HTML page Agents can read the items and prices.
- Grubhub works with agents through its partners Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Terms read on 2026-10-15: https://www.grubhub.com/legal/terms-of-use. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.
Builder: unknown · menu page /menu: 229 menu items in JSON-LD
What to paste
Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.
Show the code to paste
Structured data (JSON-LD)
Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong. Guide.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Restaurant",
"name": "Eat First",
"url": "http://www.eatfirstbelmont.com",
"telephone": "+17736920293",
"geo": {
"@type": "GeoCoordinates",
"latitude": 41.9390535,
"longitude": -87.7116144
},
"openingHours": "Mo-Th 11:00-21:30; Fr 11:00-22:00; Sa,Su 12:00-22:00",
"openingHoursSpecification": [
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Monday",
"Tuesday",
"Wednesday",
"Thursday"
],
"opens": "11:00",
"closes": "21:30"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Friday"
],
"opens": "11:00",
"closes": "22:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Saturday",
"Sunday"
],
"opens": "12:00",
"closes": "22:00"
}
],
"servesCuisine": [
"chinese"
],
"hasMenu": "http://www.eatfirstbelmont.com/menu"
}
</script>
llms.txt
Save as /llms.txt at the root of the site. Guide.
# Eat First > restaurant (chinese) in Chicago. Phone +17736920293. ## Book or order directly - Menu: http://www.eatfirstbelmont.com/menu ## Opening hours Mo-Th 11:00-21:30; Fr 11:00-22:00; Sa,Su 12:00-22:00 ## About - Website: http://www.eatfirstbelmont.com - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Own this business?
If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.
Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
What agents get, and what the site publishes
The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.
Show the details
What agents get for Eat First
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/eatfirstbelmont.com, through the MCP tool direct_record and in the city feed /city/chicago/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | none on record | |
| Menu | www.eatfirstbelmont.com/menu html_page | from the scan |
| Hours | Mo-Th 11:00-21:30; Fr 11:00-22:00; Sa,Su 12:00-22:00 (closed now) | from OpenStreetMap |
| Phone | +17736920293 |
Stable links that count: /go/eatfirstbelmont.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.
Can an agent transact?
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 Square, Toast, or a vendor whose terms allow agents | no |
| Vendor terms for agents Grubhub, read 2026-10-15 | Through partners |
Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Source. About Grubhub · all vendors.
Found one hop past the home page: menu page /menu: 229 menu items in JSON-LD.
Level 0 of 5, Not Ready
These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.
| Link headers on the homepage | no how |
| sitemap.xml | no how |
| AI bot rules in robots.txt | yes |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |