# Spring Shabu-Shabu Boston: Agent-Direct Score F (15.4%)

Site: https://www.springshabu.com/boston
Report: https://directindex.org/r/springshabu.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.)
Spring Shabu-Shabu Boston is largely invisible to agents.
AI assistants cannot open the website of Spring Shabu-Shabu Boston, so they rely on what other sites say about it.

## Direct links
- Menu: https://www.springshabu.com/menu
- Phone: +1 617-202-5422

## 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 structured data for the business.** (+14 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.** (+13 points) Only a phone number or WhatsApp, which agents cannot use yet. 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. Guide: https://directindex.org/guides/book-direct-on-your-own-website

## 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": "Spring Shabu-Shabu Boston",
  "url": "https://www.springshabu.com/boston",
  "telephone": "+1 617-202-5422",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Western Avenue 304",
    "postalCode": "02135",
    "addressLocality": "Brighton"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3625216,
    "longitude": -71.1359961
  },
  "openingHours": "Mo-Su 17:00-22:00; Sa-Su 11:30-22:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "17:00",
      "closes": "22:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "11:30",
      "closes": "22:00"
    }
  ],
  "servesCuisine": [
    "japanese",
    "hotpot"
  ],
  "hasMenu": "https://www.springshabu.com/menu"
}
</script>
```

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

## Since the scan of 2026-10-14 (F then)
- Fixed: The site could not be read at all
- New: The site turned every visitor without a browser away; No structured data for the business; No booking or ordering path at all

## Where it stands
776 of 814 in Boston. Top 95% 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 | 98% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | no |
| Structured data with address, phone and hours | 43% | no |
| Have an llms.txt | 18% | no |

Nearest places with a similar menu: Waku Waku Ramen (B, 1744 m, https://directindex.org/r/wakuwakuramen.com); Bosso Ramen Tavern (B, 1804 m, https://directindex.org/r/bossoramentavern.com); Tori Jiro (C, 1806 m, https://directindex.org/r/torijirousa.com); Poke Poki (D, 2042 m, https://directindex.org/r/pokepokima.com); Yamato (F, 2753 m, https://directindex.org/r/yamatoboston.com); Shōjō Cambridge (A, 2926 m, https://directindex.org/r/shojocambridge.com); Gyu-Kaku (B, 2980 m, https://directindex.org/r/gyu-kaku.com); Pagu (B, 3041 m, https://directindex.org/r/gopagu.com); Tampopo (C, 3113 m, https://directindex.org/r/tampopocambridge.com); Yume Ga Arukara (B, 3128 m, https://directindex.org/r/yumegaarukara.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 Wix 58% (35% A or B, 3255 sites); This site 15.4%.

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

## Businesses like Spring Shabu-Shabu Boston in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Boston | 814 | 53% | 41% | 15.4% |
| Sites built with Wix in Boston | 41 | 58% | 39% | 15.4% |

The best of the sites built with Wix in Boston: Rod Dee (A 97.5%, https://directindex.org/r/rodthaifenway.com); Cósmica (A 92.3%, https://directindex.org/r/cosmicaboston.com); LuLu's Allston (A 90.8%, https://directindex.org/r/lulusallston.com); Sal's Pizza (A 90.8%, https://directindex.org/r/sals.com); Too Hot (A 90.8%, https://directindex.org/r/toohot.kitchen).

With the three fixes above (The site turns every visitor without a browser away, AI agents included; No structured data for the business; No booking or ordering link on the website) the score would be about 95.4%: 16th of 814 in Boston, up from 776th.

This site appears in 2 cities (2 places on springshabu.com). https://directindex.org/brand/springshabu.com

## The direct record
What agents get for Spring Shabu-Shabu Boston, as JSON: https://directindex.org/api/direct/springshabu.com
- Book: none on record
- Order: none on record
- Menu: https://www.springshabu.com/menu (html_page; from the scan)
- Hours: Mo-Su 17:00-22:00; Sa-Su 11:30-22:00 (open now) (from OpenStreetMap)
- Phone: +1 617-202-5422
- Stable links that count: https://directindex.org/go/springshabu.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 | 8 | 25 |
| Actionable | 2 | 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: no

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