# Luke's Lobster: Agent-Direct Score F (36.9%)

Site: https://lukeslobster.com/pages/penn-quarter
Report: https://directindex.org/r/lukeslobster.com
Scanned: 2026-10-15 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Luke's Lobster is largely invisible to agents.

## Direct links
- Order directly: https://lukeslobster.com/collections/all (on the business's own site)
- Phone: +1 202-347-3355

## 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
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, 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": "FastFoodRestaurant",
  "name": "Luke's Lobster",
  "url": "https://lukeslobster.com/pages/penn-quarter",
  "telephone": "+1 202-347-3355",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "E Street Northwest 624"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 38.8959798,
    "longitude": -77.0213758
  },
  "openingHours": "Mo-Su 11:00-20:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "11:00",
      "closes": "20:00"
    }
  ],
  "servesCuisine": [
    "sandwich"
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://lukeslobster.com/collections/all",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There is no robots.txt, which allows everything.
- **Structured data present (Organization).** but without address, phone or hours
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
Not ranked yet in Washington, DC.

Nearest places with a similar menu: Arosto Pizza (D, 324 m, https://directindex.org/r/hugedomains.com); Pret A Manger (B, 541 m, https://directindex.org/r/pret.com); Atrium Cafe (D, 890 m, https://directindex.org/r/atriumcafeonist.com); Jimmy John's (A, 1254 m, https://directindex.org/r/jimmyjohns.com); Chopsmith (A, 1803 m, https://directindex.org/r/chopsmith.com); Grazie Grazie (B, 1852 m, https://directindex.org/r/graziegrazie.com); Au Bon Pain (D, 1868 m, https://directindex.org/r/aubonpain.com); Mason's Famous Lobster Rolls (A, 2019 m, https://directindex.org/r/masonslobster.com); Jetties (B, 2086 m, https://directindex.org/r/jettiesdc.com); Bub and Pop's (D, 2091 m, https://directindex.org/r/bubandpops.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 Shopify 61% (37% A or B, 1331 sites); This site 36.9%.

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

## Businesses like Luke's Lobster in Washington, DC

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Built with Shopify in Washington, DC | 16 | 46% | 19% | 36.9% |

The best of Built with Shopify in Washington, DC: District Taco (B 84.6%, https://directindex.org/r/districttaco.com); District Taco (B 84.6%, https://directindex.org/r/districttaco.com); Roti Mediterranean Grill (B 84.6%, https://directindex.org/r/roti.com); Toastique (C 61.5%, https://directindex.org/r/toastique.com); Ruben's (D 53.8%, https://directindex.org/r/rubensmexicanfood.com).

This site appears in 7 cities (7 places on lukeslobster.com). https://directindex.org/brand/lukeslobster.com

## The direct record
What agents get for Luke's Lobster, as JSON: https://directindex.org/api/direct/lukeslobster.com
- Book: none on record
- Order: https://lukeslobster.com/collections/all (own site; found by the scan of 2026-10-15, not yet tested)
- Menu: none on record
- Hours: Mo-Su 11:00-20:00 (closed now) (from OpenStreetMap)
- Phone: +1 202-347-3355
- Stable links that count: https://directindex.org/go/lukeslobster.com/order

## 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 | 9 | 25 |
| Actionable | 15 | 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

Deep report: https://directindex.org/r/lukeslobster.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lukeslobster.com&force=1