# Sip Café: Agent-Direct Score D (53.8%)

Site: http://www.sipboston.com/
Report: https://directindex.org/r/sipboston.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.)
Sip Café is hard for agents to use.

## Direct links
- Menu: http://www.sipboston.com/menus/salads
- Phone: +1-617-338-3080

## What to fix first
- **No structured data for the business.** (+15 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
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **No working HTTPS.** (+3 points) The page is only served over plain http. Agents and browsers downrank or refuse it.
- **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": "Sip Café",
  "url": "http://www.sipboston.com/",
  "telephone": "+1-617-338-3080",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Post Office Square 0",
    "postalCode": "02109",
    "addressLocality": "Boston"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3559069,
    "longitude": -71.0555332
  },
  "openingHours": "Mo-We 06:30-20:00; Th-Fr 06:30-21:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday"
      ],
      "opens": "06:30",
      "closes": "20:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Thursday",
        "Friday"
      ],
      "opens": "06:30",
      "closes": "21:00"
    }
  ],
  "servesCuisine": [
    "coffee shop",
    "sandwich",
    "salad",
    "soup"
  ],
  "hasMenu": "http://www.sipboston.com/menus/salads"
}
</script>
```

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

```
# Sip Café

> cafe or coffee shop (coffee shop, sandwich, salad, soup) in Post Office Square 0 02109 Boston, Boston cafes and bars. Phone +1-617-338-3080.

## Book or order directly

- Menu: http://www.sipboston.com/menus/salads

## Opening hours

Mo-We 06:30-20:00; Th-Fr 06:30-21:00

## About

- Website: http://www.sipboston.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.

## Where it stands
159 of 249 in Boston cafes and bars. Top 64% 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 | 92% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 28% | no |
| Have an llms.txt | 8% | no |

Nearest places with a similar menu: Ogawa Coffee (F, 234 m, https://directindex.org/r/ogawacoffeeusa.com); Bon! (D, 636 m, https://directindex.org/r/bonspecialtycoffee.com); Mulligans (F, 994 m, https://directindex.org/r/mulligansdeli.com); Blank Street Coffee (B, 1179 m, https://directindex.org/r/blankstreet.com); Caffé Ducali (A, 1260 m, https://directindex.org/r/duca.li); Cuppacoffee (C, 1451 m, https://directindex.org/r/trycuppacoffee.com); L.A. Burdick Chocolates (B, 1731 m, https://directindex.org/r/burdickchocolate.com); Emmi Bakery and Cafe (F, 1782 m, https://directindex.org/r/emmibakerycafe.com); Broadway's Pastry & Coffee Shop (C, 1865 m, https://directindex.org/r/broadwayspastry.com); Capital One Café (D, 2106 m, https://directindex.org/r/capitalone.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.

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

## Businesses like Sip Café in Boston cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Boston cafes and bars | 249 | 55% | 37% | 53.8% |

The best of Same kind in Boston cafes and bars: Warehouse Kitchen and Sports Bar (A 96.3%, https://directindex.org/r/thewarehouseboston.com); Brassica Kitchen + Cafe (A 95%, https://directindex.org/r/brassicakitchen.com); Caffé Ducali (A 95%, https://directindex.org/r/duca.li); Comfort Kitchen (A 95%, https://directindex.org/r/comfortkitchenbos.com); Shojo (A 95%, https://directindex.org/r/shojoboston.com).

With the three fixes above (No structured data for the business; Ordering through an unrecognised third party; No working HTTPS) the score would be about 95.4%: 2nd of 249 in Boston cafes and bars, up from 159th.

## The direct record
What agents get for Sip Café, as JSON: https://directindex.org/api/direct/sipboston.com
- Book: none on record
- Order: none on record
- Menu: http://www.sipboston.com/menus/salads (html_page; from the scan)
- Hours: Mo-We 06:30-20:00; Th-Fr 06:30-21:00 (closed now) (from OpenStreetMap)
- Phone: +1-617-338-3080
- Stable links that count: https://directindex.org/go/sipboston.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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 22 | 25 |
| Readable | 7 | 25 |
| Actionable | 6 | 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/sipboston.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: no

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