# Milk Run: Agent-Direct Score F (38.5%)

Site: https://www.milkrunboba.com/
Report: https://directindex.org/r/milkrunboba.com
Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Milk Run is largely invisible to agents.
AI assistants cannot open the website of Milk Run, so they rely on what other sites say about it.

## Direct links
- Menu: https://www.milkrunboba.com/#ourmenu
- Phone: +1-602-795-1863

## What to fix first
- **The site turns every visitor without a browser away, AI agents included.** (+25 points) 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. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## 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": "CafeOrCoffeeShop",
  "name": "Milk Run",
  "url": "https://www.milkrunboba.com/",
  "telephone": "+1-602-795-1863",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "West Camelback Road 1702",
    "postalCode": "85015",
    "addressLocality": "Phoenix"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.5101365,
    "longitude": -112.0960141
  },
  "openingHours": "Su-Mo 11:00-20:30; We-Fr 11:00-20:30",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday",
        "Monday"
      ],
      "opens": "11:00",
      "closes": "20:30"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "11:00",
      "closes": "20:30"
    }
  ],
  "servesCuisine": [
    "bubble tea",
    "ice cream"
  ],
  "hasMenu": "https://www.milkrunboba.com/#ourmenu"
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There is no robots.txt, which allows everything.
- **Structured data present (LocalBusiness).** address, phone
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Where it stands
106 of 165 in Phoenix cafes and bars. Top 64% 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 | 94% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | no |
| Structured data with address, phone and hours | 18% | no |
| Have an llms.txt | 24% | no |

Nearest places in the index: Window Coffee Bar (B, 1029 m, https://directindex.org/r/windowcoffeebar.com); Boycott Bar (F, 1762 m, https://directindex.org/r/boycottbarphx.com); Copper Star Coffee (B, 1802 m, https://directindex.org/r/copperstarcoffee.com); The Joy Lush Club (B, 1882 m, https://directindex.org/r/thejoylushclub.com); Joyride Taco House (B, 2057 m, https://directindex.org/r/joyridetacohouse.com); Scooter's Coffee (F, 2133 m, https://directindex.org/r/scooterscoffee.com); Press Coffee - Sprouts Osborn (F, 2803 m, https://directindex.org/r/presscoffee.com); McKenzie's Midtown Tavern (F, 3025 m, https://directindex.org/r/mckenziesmidtown.com); Grounds to Thrive (F, 3154 m, https://directindex.org/r/thriveaz.org); Grand Canyon Beverage Company (D, 3168 m, https://directindex.org/r/gcu.edu).

## 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 Wix 51% (26% A or B, 5296 sites); This site 38.5%.

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

## Businesses like Milk Run in Phoenix cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Phoenix cafes and bars | 165 | 51% | 30% | 38.5% |
| Sites built with Wix in Phoenix cafes and bars | 22 | 47% | 27% | 38.5% |

The best of the sites built with Wix in Phoenix cafes and bars: Salt Tacos y Tequila (A 87.7%, https://directindex.org/r/salttacosytequila.com); Window Coffee Bar (B 83.1%, https://directindex.org/r/windowcoffeebar.com); Laymoon Cafe (B 80%, https://directindex.org/r/laymoon.cafe); Floor 13 Rooftop Bar (B 73.8%, https://directindex.org/r/floor13rooftopbar.com); Cabin Coffee Cafe (B 72.3%, https://directindex.org/r/cabincoffeecafe.com).

With the three fixes above (The site turns every visitor without a browser away, AI agents included; Ordering through an unrecognised third party; Structured data is incomplete) the score would be about 95.4%: 2nd of 165 in Phoenix cafes and bars, up from 106th.

## The direct record
What agents get for Milk Run, as JSON: https://directindex.org/api/direct/milkrunboba.com
- Book: none on record
- Order: none on record
- Menu: https://www.milkrunboba.com/#ourmenu (html_page; from the scan)
- Hours: Su-Mo 11:00-20:30; We-Fr 11:00-20:30 (closed now) (from OpenStreetMap)
- Phone: +1-602-795-1863
- Stable links that count: https://directindex.org/go/milkrunboba.com/menu

## 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): 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

Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 19 | 25 |
| Actionable | 6 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/milkrunboba.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/milkrunboba.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=milkrunboba.com&force=1