# Mary's Morning Mix-Up: Agent-Direct Score D (49.2%)

Site: https://www.marysmorningmixup.com/
Report: https://directindex.org/r/marysmorningmixup.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Mary's Morning Mix-Up is hard for agents to use.
An AI assistant can open the website of Mary's Morning Mix-Up. It can read what Mary's Morning Mix-Up offers. It finds no link to book or order online.

## Direct links
- Menu: http://marysmorningmixup.com/breakfast/
- Phone: +1-708-387-0552

## What to fix first
- **No structured data for the business.** (+15 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. Guide: https://directindex.org/guides/structured-data-restaurant
- **No booking or ordering link on the website.** (+15 points) Agents find no link to follow on the site. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What 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.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Mary's Morning Mix-Up",
  "url": "https://www.marysmorningmixup.com/",
  "telephone": "+1-708-387-0552",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Broadway Avenue 9110",
    "postalCode": "60513",
    "addressLocality": "Brookfield"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 41.8291959,
    "longitude": -87.8498947
  },
  "openingHours": "We-Mo 07:00-15:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday",
        "Monday"
      ],
      "opens": "07:00",
      "closes": "15:00"
    }
  ],
  "servesCuisine": [
    "breakfast"
  ],
  "hasMenu": "http://marysmorningmixup.com/breakfast/"
}
</script>
```

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

```
# Mary's Morning Mix-Up

> restaurant (breakfast) in Broadway Avenue 9110 60513 Brookfield, Chicago. Phone +1-708-387-0552.

## Book or order directly

- Menu: http://marysmorningmixup.com/breakfast/

## Opening hours

We-Mo 07:00-15:00

## About

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

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Where it stands
915 of 1524 in Chicago. Top 60% of the sites scanned in this index.

| What the top tenth 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 | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes |
| Structured data with address, phone and hours | 51% | no |
| Have an llms.txt | 19% | no |

Nearest places in the index: Off Broadway Pub (D, 91 m, https://directindex.org/r/offbroadwaypub.com); Mama Barone's (C, 287 m, https://directindex.org/r/baronesbrookfield.com); Irish Times (B, 997 m, https://directindex.org/r/irishtimespub.com); Posto 31 (C, 1258 m, https://directindex.org/r/posto31.com); Skadarliya (F, 1408 m, https://directindex.org/r/skadarliya.com); Tony's Restaurant (B, 1454 m, https://directindex.org/r/tonysofbrookfield.com); Mr. Submarine (B, 1864 m, https://directindex.org/r/mrsubmarine.com); Mattone (A, 2041 m, https://directindex.org/r/mattonerestaurant.com); Hangry Joe's Hot Chicken & Wings (B, 2136 m, https://directindex.org/r/hangryjoes.com); Taqueria La Penca (D, 2250 m, https://directindex.org/r/taquerialapenca.com).

## What assistants answer
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.

Against its peers: Sites built with WordPress 58% (29% A or B, 36926 sites); This site 49.2%.

See what an AI agent reads on this site: https://directindex.org/r/marysmorningmixup.com/agent-view

## Businesses like Mary's Morning Mix-Up in Chicago

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Chicago | 1524 | 50% | 39% | 49.2% |
| Sites built with WordPress in Chicago | 316 | 71% | 51% | 49.2% |

The best of the sites built with WordPress in Chicago: Fogo de Chão (A 100%, https://directindex.org/r/fogodechao.com); Lotus Cafe & Banh Mi Sandwiches (A 100%, https://directindex.org/r/lotusbanhmi.com); Pizzeria Portofino (A 100%, https://directindex.org/r/pizzeriaportofino.com); Sarpino's Pizzeria (A 100%, https://directindex.org/r/gosarpinos.com); Tryzub Ukrainian Kitchen (A 100%, https://directindex.org/r/tryzubchicago.com).

With the two fixes above (No structured data for the business; No booking or ordering link on the website) the score would be about 95.4%: 38th of 1,524 in Chicago, up from 915th.

## The direct record
What agents get for Mary's Morning Mix-Up, as JSON: https://directindex.org/api/direct/marysmorningmixup.com
- Book: none on record
- Order: none on record
- Menu: http://marysmorningmixup.com/breakfast/ (html_page; from the scan)
- Hours: We-Mo 07:00-15:00 (closed now) (from OpenStreetMap)
- Phone: +1-708-387-0552
- Stable links that count: https://directindex.org/go/marysmorningmixup.com/menu
- Agents and people followed 1 direct link to this business this month (1 by AI agents).

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 25 |
| Actionable | 0 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/marysmorningmixup.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: no

Keep watching this business (https://directindex.org/r/marysmorningmixup.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/marysmorningmixup.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=marysmorningmixup.com&force=1