Larry Roberts Chicago
larryrobertschicago.com is hard for agents to use.
Listed by Overture Maps.
Ways to reach Larry Roberts Chicago directly, with no marketplace in between. Checked 2026-10-23. Report a mistake
2300 N Knox Ave, 60639-3416, Chicago · +17736612144
Places near Larry Roberts Chicago that take a booking or an order on their own website, with no marketplace in between.
- Leo’s Coney Island3.4 km · hot dog
- Mr. E's3.8 km · hot dog
- The Wiener Circle4.2 km · hot dog
The website's grade
An AI assistant can open Larry Roberts Chicago's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.
33 of 65 points available
agent-readiness level, Basic Web Presence
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 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 57 places. Larry Roberts Chicago wasn't one of them. See who was named →
How Larry Roberts Chicago compares
2,083 of 3,640 in Chicago
Top 57% of the sites scanned in this index. Just above: Joy District Chicago D, Kosher Certification | Seal-K D. Just below: Li Hing Restaurant D, Lo's China Kitchen D.
| 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% | no |
| 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% | yes |
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 built with Shopify 7,656 sites | 48% | 26% | 50.8% |
Nearest places with a similar menu
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Hot Doug's hot_dog | 2.1 km | F | no |
| Jim's Original hot_dog | 2.8 km | D | no |
| Leo’s Coney Island hot_dog | 3.4 km | B | yes |
| Mr. E's hot_dog | 3.8 km | B | yes |
| The Wiener Circle hot_dog | 4.2 km | B | yes |
Businesses like Larry Roberts Chicago in Chicago
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Chicago | 3,640 | 52% | 35% | 50.8% |
| Sites built with Shopify in Chicago | 28 | 58% | 43% | 50.8% |
The best of the sites built with Shopify in Chicago
Italian Homemade Company A 86.2% · Bar.B.Q Tonight B 78.5% · Rōti Modern Mediterranean B 78.5% · Mozzarella Store, Pizza & Caffè B 76.9% · Luke's Lobster City Hall B 75.4%
After the top fixes
With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 104th of 3,640 in Chicago, up from 2083rd.
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
- No booking or ordering link on the website +15 points
There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. How to fix it
- Structured data is incomplete +7 points
Missing: address, telephone, opening hours. How to fix it
- No menu or price list found +7 points
Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. 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 (Organization) no address, phone or hours in it
Builder: shopify · contact page /pages/our-story: nothing new
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 shopify.
Where to paste it on Shopify: Online Store, then the three-dot menu on the theme, then Edit code; paste it in the theme's layout file, inside the head. the official help page.
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": "Organization",
"name": "Larry Roberts Chicago",
"url": "http://www.larryrobertschicago.com/",
"telephone": "+17736612144",
"address": "2300 N Knox Ave, 60639-3416, Chicago",
"geo": {
"@type": "GeoCoordinates",
"latitude": 41.95621462,
"longitude": -87.67999408
}
}
</script>
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.
Show the score
Owners who score well put the badge on their site. It links back here and updates with every scan.
<a href="https://directindex.org/r/larryrobertschicago.com"><img src="https://directindex.org/badge/larryrobertschicago.com.svg" alt="Agent-Direct Score D" width="236" height="40"></a>
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 Larry Roberts Chicago
No direct path on record: the scan of 2026-10-23 found no booking or ordering link on larryrobertschicago.com or on a vendor's site. The same record is served as JSON at /api/direct/larryrobertschicago.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 | none on record | |
| Hours | none on record | |
| Phone | +17736612144 |
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 | yes |
| 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 |
Level 1 of 5, Basic Web Presence
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 | yes |
| AI bot rules in robots.txt | yes |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | yes |
| llms.txt | yes |
| 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 | yes |
| OAuth protected resource metadata | yes |
| 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 | yes |
| JSON-LD for the business | yes |