# Ms. Marji's: Agent-Direct Score D (40%)

Site: https://msmarjis.com/
Report: https://directindex.org/r/msmarjis.com
Scanned: 2026-10-16 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Ms. Marji's is hard for agents to use.
AI assistants can't open Ms. Marji's's website, so they go by what other sites say about it.

## Direct links
- Order directly: https://squareup.com/loyalty/ML74PPY6WVVQ3 (through square acting for the business)
- Phone: +1-720-550-7254

## What to fix first

- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (TimeoutError: The operation was aborted due to timeout). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Menu or price list is on another site.** (+5 points) The link goes to square.site, so that site gets the credit and the visits. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+1 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What 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.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Ms. Marji's",
  "url": "https://msmarjis.com/",
  "telephone": "+1-720-550-7254",
  "email": "info@msmarjis.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Logan Street 1640",
    "postalCode": "80203",
    "addressLocality": "Denver"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 39.7425509,
    "longitude": -104.9821098
  },
  "openingHours": "06:30-16:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "06:30",
      "closes": "16:00"
    }
  ],
  "hasMenu": "https://ms-marjis-online-ordering.square.site/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://squareup.com/loyalty/ML74PPY6WVVQ3",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **Structured data found (LocalBusiness).** address, opening hours
- **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
194 of 287 in Denver cafes and bars. Top 68% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 90% | yes |
| Publish the menu or price list as HTML | 90% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | no |
| Structured data with address, phone and hours | 34% | no |
| Have an llms.txt | 10% | no |

Nearest places in the index: Rumours Karaoke Cafe (C, 94 m, https://directindex.org/r/rumourskaraokecafe.com); Satellite Bar (D, 311 m, https://directindex.org/r/satellitebardenver.com); Tuscany Coffee And Deli (F, 343 m, https://directindex.org/r/tuscanycoffee.com); Glow Lounge (B, 369 m, https://directindex.org/r/glowloungedenver.com); X Bar (B, 372 m, https://directindex.org/r/xbardenver.com); Fluid Coffee Bar (F, 430 m, https://directindex.org/r/fluidcoffeebar.com); The 1up Arcade Bar (D, 431 m, https://directindex.org/r/the1uparcadebar.com); Charlie’s Denver (D, 593 m, https://directindex.org/r/charliesdenver.com); The 99ers Sports Bar (F, 604 m, https://directindex.org/r/the99erssportsbar.com); Peet's Coffee (C, 626 m, https://directindex.org/r/peets.com).

## What assistants answer
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.


Compared with its peers: Sites built with GoDaddy Website Builder 41% (14% A or B, 1674 sites); Sites using Square 65% (41% A or B, 1644 sites); This site 40%.

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

## Businesses like Ms. Marji's in Denver cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Denver cafes and bars | 287 | 52% | 29% | 40% |
| Sites built with GoDaddy Website Builder in Denver cafes and bars | 15 | 42% | 7% | 40% |
| Sites using Square in Denver cafes and bars | 25 | 63% | 40% | 40% |
| Sites built with GoDaddy Website Builder and using Square in Denver cafes and bars | 4 | 52% | 25% | 40% |

The best of the sites built with GoDaddy Website Builder and using Square in Denver cafes and bars: Moonflower Coffee (B 73.8%, https://directindex.org/r/moonflowercoffee.co); Green Giraffe Bar (C 55.4%, https://directindex.org/r/greengiraffebar.com); Whittier Cafe (F 38.5%, https://directindex.org/r/whittiercafe.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; Menu or price list is on another site; Structured data is incomplete), the score would be about 87.7%. That would be 7th of 287 in Denver cafes and bars, up from 194th.

## The direct record
What agents get for Ms. Marji's, as JSON: https://directindex.org/api/direct/msmarjis.com
- Book: none on record
- Order: https://squareup.com/loyalty/ML74PPY6WVVQ3 (vendor on own site: Square; found by the scan of 2026-10-16, not yet tested)
- Menu: https://ms-marjis-online-ordering.square.site/ (external; from the scan)
- Hours: 06:30-16:00 (closed now) (from OpenStreetMap)
- Phone: +1-720-550-7254
- Stable links that count: https://directindex.org/go/msmarjis.com/order, https://directindex.org/go/msmarjis.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): yes
- Vendor terms for agents, Square: Yes. Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations

Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 16 | 25 |
| Actionable | 10 | 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/msmarjis.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/msmarjis.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=msmarjis.com&force=1