# Boba Tea & Snow Ice House: Agent-Direct Score D (53.8%)

Site: https://www.bobateaandsnowicehouse.com/
Report: https://directindex.org/r/bobateaandsnowicehouse.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.)
Boba Tea & Snow Ice House is hard for agents to use.

## Direct links
- Menu: https://www.bobateaandsnowicehouse.com/menu
- Phone: +16197989898

## What to fix first
- **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). 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 path at all.** (+13 points) Only a phone number or WhatsApp. Agents cannot act on those yet. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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": "CafeOrCoffeeShop",
  "name": "Boba Tea & Snow Ice House",
  "url": "https://www.bobateaandsnowicehouse.com/",
  "telephone": "+16197989898",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Amory Street 171",
    "postalCode": "02446",
    "addressLocality": "Brookline"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3501529,
    "longitude": -71.1138081
  },
  "servesCuisine": [
    "bubble tea",
    "tea"
  ],
  "hasMenu": "https://www.bobateaandsnowicehouse.com/menu"
}
</script>
```

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

```
# Boba Tea & Snow Ice House

> cafe or coffee shop (bubble tea, tea) in Amory Street 171 02446 Brookline, Boston cafes and bars. Phone +16197989898.

## Book or order directly

- Menu: https://www.bobateaandsnowicehouse.com/menu

## About

- Website: https://www.bobateaandsnowicehouse.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.** There is no robots.txt, which allows everything.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Since the scan of 2026-10-14 (D then)
- Fixed: nothing
- New: nothing

## Where it stands
150 of 274 in Boston cafes and bars. Top 55% 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 | 96% | no |
| Publish the menu or price list as HTML | 93% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 32% | no |
| Have an llms.txt | 7% | no |

Nearest places with a similar menu: LimeRed Teahouse (C, 869 m, https://directindex.org/r/limeredteahouse.com); Royaltea (F, 1251 m, https://directindex.org/r/clover.com); Machi machi (C, 1446 m, https://directindex.org/r/chowbus.com); Heytea (F, 1460 m, https://directindex.org/r/heytea.com); Kung Fu Tea (A, 1514 m, https://directindex.org/r/kungfutea.com); Chicha San Chen (D, 2089 m, https://directindex.org/r/chichasanchen.com); Yomie's Rice X Yogurt (C, 2161 m, https://directindex.org/r/yomiesricexyogurt.us); Coco Leaf (F, 2334 m, https://directindex.org/r/cocoleafboston.com); Gong Cha (D, 2432 m, https://directindex.org/r/gong-cha.com); Teaholic (D, 2481 m, https://directindex.org/r/teaholicboba.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.

Score over 2 scans since 2026-10-14: 2026-10-14 54%, 2026-10-14 54%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 2 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/bobateaandsnowicehouse.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- 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: no

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