# O'Brien's Pub: Agent-Direct Score B (73.8%)

Site: https://obrienspubboston.com/
Report: https://directindex.org/r/obrienspubboston.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.)
O'Brien's Pub is mostly ready for agents.

## Direct links
- Book directly: https://obrienspubboston.com/show/badvril/ (on the business's own site)

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **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": "O'Brien's Pub",
  "url": "https://obrienspubboston.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Harvard Avenue 3",
    "postalCode": "02134",
    "addressLocality": "Allston"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3552418,
    "longitude": -71.1328691
  },
  "acceptsReservations": "https://obrienspubboston.com/show/badvril/",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://obrienspubboston.com/show/badvril/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

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

```
# O'Brien's Pub

> bar or pub in Harvard Avenue 3 02134 Allston, Boston cafes and bars.

## Book or order directly

- Book: https://obrienspubboston.com/show/badvril/ (on the business's own site)

## About

- Website: https://obrienspubboston.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 (Organization).** but without address, phone or hours
- **Booking on your own site.** Agents can book without a marketplace in the loop.

## Since the scan of 2026-10-14 (D then)
- Fixed: The server turned AI crawlers away at the door; No booking or ordering path at all
- New: nothing

## Where it stands
78 of 274 in Boston cafes and bars. Top 28% 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% | yes |
| Publish the menu or price list as HTML | 93% | no |
| 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 in the index: The Silhouette Lounge (D, 267 m, https://directindex.org/r/silhouetteallston.com); Cotti Coffee 库迪咖啡 (F, 317 m, https://directindex.org/r/cotticoffee.com); Kung Fu Tea (A, 345 m, https://directindex.org/r/kungfutea.com); Heytea (F, 425 m, https://directindex.org/r/heytea.com); Machi machi (C, 457 m, https://directindex.org/r/chowbus.com); The Avenue (A, 570 m, https://directindex.org/r/avenuebar.com); Yomie's Rice X Yogurt (C, 583 m, https://directindex.org/r/yomiesricexyogurt.us); Blackbird Doughnuts Brighton (B, 591 m, https://directindex.org/r/blackbirddoughnuts.com); Hopewell Bar + Kitchen (A, 621 m, https://directindex.org/r/hopewellboston.com); LimeRed Teahouse (C, 810 m, https://directindex.org/r/limeredteahouse.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 46%, 2026-10-14 74%.

Against its peers: Sites built with WordPress 57% (26% A or B, 35830 sites); This site 73.8%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 15 | 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/obrienspubboston.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/obrienspubboston.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=obrienspubboston.com&force=1