# The Bebop: Agent-Direct Score A (88.8%)

Site: https://www.thebebopboston.com/
Report: https://directindex.org/r/thebebopboston.com
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
The Bebop is ready for agents.

## Direct links
- Book directly: https://www.opentable.com/widget/reservation/loader?rid=1036357&type=standard&theme=standard&iframe=true&overlay=false&domain=com&lang=en-US (through opentable acting for the business)
- Order directly: https://order.toasttab.com/online/the-bebop-1116-boylston-st (through toast acting for the business)
- Menu: https://www.thebebopboston.com/menu
- Phone: +1-857-250-4641

## What to fix first
- **Structured data is incomplete.** (+1 points) Missing: telephone. 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": "BarOrPub",
  "name": "The Bebop",
  "url": "https://www.thebebopboston.com/",
  "telephone": "+1-857-250-4641",
  "email": "thebebop.media@gmail.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Boylston Street 1116",
    "postalCode": "02215",
    "addressLocality": "Boston"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.346731,
    "longitude": -71.088754
  },
  "openingHours": "Mo-Fr 11:00-01:00; Sa-Su 09:00-01:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "11:00",
      "closes": "01:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "09:00",
      "closes": "01:00"
    }
  ],
  "acceptsReservations": "https://www.opentable.com/widget/reservation/loader?rid=1036357&type=standard&theme=standard&iframe=true&overlay=false&domain=com&lang=en-US",
  "hasMenu": "https://www.thebebopboston.com/menu",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.opentable.com/widget/reservation/loader?rid=1036357&type=standard&theme=standard&iframe=true&overlay=false&domain=com&lang=en-US",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://order.toasttab.com/online/the-bebop-1116-boylston-st",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# The Bebop

> bar or pub in Boylston Street 1116 02215 Boston, Boston cafes and bars. Phone +1-857-250-4641.

## Book or order directly

- Book: https://www.opentable.com/widget/reservation/loader?rid=1036357&type=standard&theme=standard&iframe=true&overlay=false&domain=com&lang=en-US (through opentable acting for the business)
- Order: https://order.toasttab.com/online/the-bebop-1116-boylston-st (through toast acting for the business)
- Menu: https://www.thebebopboston.com/menu

## Opening hours

Mo-Fr 11:00-01:00; Sa-Su 09:00-01:00

## About

- Website: https://www.thebebopboston.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 (LocalBusiness).** address, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking through opentable on your own domain.** No marketplace commission, and the guest stays yours.
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.
- **OpenTable lets agents act only through its partners.** OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that is not a partner cannot finish the step there; a direct path on your own domain works for all of them.

## Where it stands
17 of 249 in Boston cafes and bars. Top 7% 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 | 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 in the index: Manhattan Bagel and Coffee (B, 91 m, https://directindex.org/r/manhattanbagelncoffee.com); Chicha San Chen (D, 144 m, https://directindex.org/r/chichasanchen.com); Bukowski Tavern (C, 280 m, https://directindex.org/r/bukowski-tavern.com); Coco Leaf (F, 369 m, https://directindex.org/r/cocoleafboston.com); The Corner Tavern (A, 380 m, https://directindex.org/r/thecornerboston.com); McGreevy's (F, 403 m, https://directindex.org/r/mcgreevysboston.com); Dani's Queer Bar (C, 409 m, https://directindex.org/r/danisqueerbar.com); Lir (D, 418 m, https://directindex.org/r/lironboylston.com); The Kenmore (A, 466 m, https://directindex.org/r/thekenmorebar.com); Loretta's Last Call (A, 480 m, https://directindex.org/r/lorettaslastcall.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 Squarespace 65% (48% A or B, 7098 sites); Sites using OpenTable 67% (43% A or B, 1462 sites); Sites using Toast 74% (63% A or B, 1884 sites); This site 88.8%.

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

## Businesses like The Bebop in Boston cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Boston cafes and bars | 249 | 55% | 37% | 88.8% |
| Built with Squarespace in Boston cafes and bars | 53 | 74% | 57% | 88.8% |
| Using OpenTable in Boston cafes and bars | 6 | 72% | 67% | 88.8% |
| Built with Squarespace and using OpenTable in Boston cafes and bars | 1 | 89% | 100% | 88.8% |

The best of Using OpenTable in Boston cafes and bars: Shore Leave (A 90%, https://directindex.org/r/shoreleaveboston.com); Area Four (B 82.5%, https://directindex.org/r/areafour.com); Cafe Landwer (B 72.3%, https://directindex.org/r/landwercafe.com); Dani's Queer Bar (C 55.4%, https://directindex.org/r/danisqueerbar.com); Better Sorts Social Club (D 45.1%, https://directindex.org/r/bettersortsboston.com).

With the fix above (Structured data is incomplete) the score would be about 90%: 9th of 249 in Boston cafes and bars, up from 17th.

## The direct record
What agents get for The Bebop, as JSON: https://directindex.org/api/direct/thebebopboston.com
- Book: https://www.opentable.com/widget/reservation/loader?rid=1036357&type=standard&theme=standard&iframe=true&overlay=false&domain=com&lang=en-US (vendor on own site: OpenTable; verified direct, 2026-10-14)
- Order: https://order.toasttab.com/online/the-bebop-1116-boylston-st (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.thebebopboston.com/menu (html_page; from the scan)
- Hours: Mo-Fr 11:00-01:00; Sa-Su 09:00-01:00 (open now) (from OpenStreetMap)
- Phone: +1-857-250-4641
- Stable links that count: https://directindex.org/go/thebebopboston.com/book, https://directindex.org/go/thebebopboston.com/order, https://directindex.org/go/thebebopboston.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
- Vendor terms for agents, OpenTable: Partners only. OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 21 | 25 |
| Actionable | 25 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/thebebopboston.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: yes
- 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/thebebopboston.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=thebebopboston.com&force=1