# Ms. Clucks Deluxe Chicken & Dumplings: Agent-Direct Score B (80%)

Site: https://www.msclucksdeluxe.com/
Report: https://directindex.org/r/msclucksdeluxe.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.)
Ms. Clucks Deluxe Chicken & Dumplings is mostly ready for agents.

## Direct links
- Order directly: https://order.toasttab.com/online/ms-clucks-deluxe-chicken-dumplings-401-park-drive (through toast acting for the business)
- Menu: https://www.msclucksdeluxe.com/location/boston/
- Phone: +1-774-425-8257

## What to fix first
- **Structured data is incomplete.** (+5 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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": "Ms. Clucks Deluxe Chicken & Dumplings",
  "url": "https://www.msclucksdeluxe.com/",
  "telephone": "+1-774-425-8257",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Park Drive 401",
    "postalCode": "02215",
    "addressLocality": "Boston"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3443454,
    "longitude": -71.1025739
  },
  "openingHours": "Mo-Su 11:00-22:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "11:00",
      "closes": "22:00"
    }
  ],
  "hasMenu": "https://www.msclucksdeluxe.com/location/boston/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://order.toasttab.com/online/ms-clucks-deluxe-chicken-dumplings-401-park-drive",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Ms. Clucks Deluxe Chicken & Dumplings

> restaurant in Park Drive 401 02215 Boston, Boston. Phone +1-774-425-8257.

## Book or order directly

- Order: https://order.toasttab.com/online/ms-clucks-deluxe-chicken-dumplings-401-park-drive (through toast acting for the business)
- Menu: https://www.msclucksdeluxe.com/location/boston/

## Opening hours

Mo-Su 11:00-22:00

## About

- Website: https://www.msclucksdeluxe.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.
- **Structured data present (FoodEstablishment).** address
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
211 of 925 in Boston. Top 23% 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% | yes |
| Publish the menu or price list as HTML | 98% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 92% | yes |
| Structured data with address, phone and hours | 47% | no |
| Have an llms.txt | 16% | no |

Nearest places in the index: Cusser's Roast Beef & Seafood (B, 5 m, https://directindex.org/r/timeout.com); Taqueria El Barrio (F, 10 m, https://directindex.org/r/taqueriaelbarrio.com); Gogo Ya (B, 23 m, https://directindex.org/r/gogo-ya.com); Lala's Neapolitan-ish Pizza (B, 35 m, https://directindex.org/r/lalasneapolitan-ishpizza.com); Sweet Cheeks Q (A, 129 m, https://directindex.org/r/sweetcheeksq.com); Eventide FENWAY (C, 289 m, https://directindex.org/r/eventideoysterco.com); Rod Dee (A, 313 m, https://directindex.org/r/rodthaifenway.com); El Pelon (A, 318 m, https://directindex.org/r/elpelon.com); Gyro City (D, 323 m, https://directindex.org/r/gyrocitybostonma.com); Basho (B, 324 m, https://directindex.org/r/bashosushi.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 BentoBox 84% (96% A or B, 862 sites); Sites using Toast 74% (62% A or B, 1749 sites); This site 80%.

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

## Businesses like Ms. Clucks Deluxe Chicken & Dumplings in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Boston | 925 | 48% | 37% | 80% |
| Built with BentoBox in Boston | 64 | 86% | 100% | 80% |
| Using Toast in Boston | 136 | 76% | 68% | 80% |
| Built with BentoBox and using Toast in Boston | 23 | 86% | 100% | 80% |

The best of Built with BentoBox and using Toast in Boston: Glass House (A 90.8%, https://directindex.org/r/glasshousecambridge.com); Hurricane's at the Garden (A 90.8%, https://directindex.org/r/hurricanesboston.com); M.J. O'Connor's (A 90.8%, https://directindex.org/r/mjoconnors.com); Bar Mezzana (A 87.7%, https://directindex.org/r/barmezzana.com); Dillon's (A 87.7%, https://directindex.org/r/dillonsboston.com).

With the fix above (Structured data is incomplete) the score would be about 87.7%: 88th of 925 in Boston, up from 211th.

## The direct record
What agents get for Ms. Clucks Deluxe Chicken & Dumplings, as JSON: https://directindex.org/api/direct/msclucksdeluxe.com
- Book: none on record
- Order: https://order.toasttab.com/online/ms-clucks-deluxe-chicken-dumplings-401-park-drive (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.msclucksdeluxe.com/location/boston/ (html_page; from the scan)
- Hours: Mo-Su 11:00-22:00 (open now) (from OpenStreetMap)
- Phone: +1-774-425-8257
- Stable links that count: https://directindex.org/go/msclucksdeluxe.com/order, https://directindex.org/go/msclucksdeluxe.com/menu

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 17 | 25 |
| Actionable | 10 | 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/msclucksdeluxe.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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: yes

Deep report: https://directindex.org/r/msclucksdeluxe.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=msclucksdeluxe.com&force=1