The Direct Index
Report · Charlotte · scanned 2026-10-16

The Penguin

thepenguindrivein.com is partly visible to agents.

An AI assistant can open the website of The Penguin. It can read what The Penguin offers. It finds a way to book or order directly, through ChowNow.

Listed by OpenStreetMap · Overture Maps.

Order directly: ordering.chownow.com/order/35416/locations through chownow acting for the business · Menu: thepenguindrivein.com/menus/drinks

See what an AI agent reads on this site →

66.2%

43 of 65 points available

0/5

agent-readiness level, Not Ready

2

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Assistants

What assistants answer

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.

Where it stands

How The Penguin compares

Where it stands

165 of 325 in Charlotte

Top 51% of the sites scanned in this index. Just above: Ru San's C, Steak 'n Shake C. Just below: The Wafflery C, Wheelz Pizza C.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML97%yes
Let AI crawlers in (no edge block, no robots.txt block)85%yes
Structured data with address, phone and hours64%no
Have an llms.txt15%no

The top tenth is the 33 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites using ChowNow 313 sites71%51%66.2%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Dilworth Neighborhood Grille american, burger1.5 kmCyes
flora american2.0 kmByes
Providence Road Sundries american, burger, sandwich2.3 kmDyes
STIR american2.3 kmAyes
Midnight Diner diner, american2.7 kmByes
Mimosa Grill american2.8 kmFno
Crisp Kitchen & Cocktails salad, american, barbecue2.9 kmFyes
Deluxe Fun Dining american3.2 kmDyes
Open Kitchen pizza, italian, american3.8 kmDyes
Eddie's Place american4.4 kmCyes
Businesses like yours

Businesses like The Penguin in Charlotte

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Charlotte32559%42%66.2%
Sites using ChowNow in Charlotte1165%18%66.2%

The best of the sites using ChowNow in Charlotte

Common Market - Oakwold A 92.3% · Soma Indian Bistro A 90.8% · Banh Mi Brothers C 66.2% · Dunwellz C 66.2% · Jocks and Jills Sports Grill C 66.2%

The climb

With the fix above (No structured data for the business) the score would be about 87.7%: 41st of 325 in Charlotte, up from 165th.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

Findings

What to fix first

  1. No structured data for the business +14 points

    Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it

  2. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

Send the fixes to your web person

One email, the fixes and the link; nothing stored.

No one is listed yet to fix this in Charlotte. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · contact page /contact: nothing new; menu page /menus/drinks: nothing new

Fix kit

What to paste

Filled from the business's own record and this scan. Check every line before it goes live; where it goes on your builder is in the guides.

Show the code to paste

Structured data (JSON-LD)

One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "The Penguin",
  "url": "https://thepenguindrivein.com/",
  "telephone": "704-444-0603",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "East Boulevard 1531",
    "postalCode": "28203",
    "addressLocality": "Charlotte"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 35.1998368,
    "longitude": -80.841195
  },
  "openingHours": "Mo-Th 11:00-21:00; Fr,Sa 11:00-22:00; Su 11:00-20:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday"
      ],
      "opens": "11:00",
      "closes": "21:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Friday",
        "Saturday"
      ],
      "opens": "11:00",
      "closes": "22:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "11:00",
      "closes": "20:00"
    }
  ],
  "servesCuisine": [
    "american"
  ],
  "hasMenu": "https://thepenguindrivein.com/menus/drinks",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://ordering.chownow.com/order/35416/locations",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

Save as /llms.txt at the root of the site. Guide.

# The Penguin

> restaurant (american) in East Boulevard 1531 28203 Charlotte, Charlotte. Phone 704-444-0603.

## Book or order directly

- Order: https://ordering.chownow.com/order/35416/locations (through chownow acting for the business)
- Menu: https://thepenguindrivein.com/menus/drinks

## Opening hours

Mo-Th 11:00-21:00; Fr,Sa 11:00-22:00; Su 11:00-20:00

## About

- Website: https://thepenguindrivein.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Owners

Own this business?

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.

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score C

<a href="https://directindex.org/r/thepenguindrivein.com"><img src="https://directindex.org/badge/thepenguindrivein.com.svg" alt="Agent-Direct Score C" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for The Penguin

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/thepenguindrivein.com, through the MCP tool direct_record and in the city feed /city/charlotte/direct.json.

PathLinkStatus
Booknone on record
Orderordering.chownow.com/order/35416/locations vendor on own site: ChowNowfound by the scan of 2026-10-16, not yet tested
Menuthepenguindrivein.com/menus/drinks html_pagefrom the scan
HoursMo-Th 11:00-21:00; Fr,Sa 11:00-22:00; Su 11:00-20:00 (open now)from OpenStreetMap
Phone704-444-0603

Stable links that count: /go/thepenguindrivein.com/order, /go/thepenguindrivein.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.

Transactable

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
ChowNow, read 2026-10-15
Not stated

ChowNow's customer terms (8 September 2025) bar automated means such as spiders, robots and crawlers to download or scrape data, except search engines; they do not address an agent placing an order for a person, and no agent programme was found. Source. About ChowNow · all vendors.

Agent readiness

Level 0 of 5, Not Ready

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.

Link headers on the homepageno how
sitemap.xmlno how
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno