# M.J. O'Connor's: Agent-Direct Score A (90.8%)

Site: https://www.mjoconnors.com/
Report: https://directindex.org/r/mjoconnors.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.)
M.J. O'Connor's is ready for agents.

## Direct links
- Book directly: https://www.mjoconnors.com/reservations/ (on the business's own site)
- Order directly: https://order.toasttab.com/online/mj-o-connors-boston-27-columbus-ave (through toast acting for the business)
- Menu: https://www.mjoconnors.com/back-bay-menus/
- Phone: +1 617 443 0800

## What to fix first
- **Structured data is incomplete.** (+3 points) Missing: opening hours. 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": "Restaurant",
  "name": "M.J. O'Connor's",
  "url": "https://www.mjoconnors.com/",
  "telephone": "+1 617 443 0800",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Summer Street 425"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3464386,
    "longitude": -71.0430745
  },
  "acceptsReservations": "https://www.mjoconnors.com/reservations/",
  "hasMenu": "https://www.mjoconnors.com/back-bay-menus/",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.mjoconnors.com/reservations/",
        "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/mj-o-connors-boston-27-columbus-ave",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# M.J. O'Connor's

> restaurant in Summer Street 425, Boston. Phone +1 617 443 0800.

## Book or order directly

- Book: https://www.mjoconnors.com/reservations/ (on the business's own site)
- Order: https://order.toasttab.com/online/mj-o-connors-boston-27-columbus-ave (through toast acting for the business)
- Menu: https://www.mjoconnors.com/back-bay-menus/

## About

- Website: https://www.mjoconnors.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 (FoodEstablishment).** address, phone
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking on your own site.** Agents can book without a marketplace in the loop.
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
58 of 834 in Boston. 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 | 98% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes |
| Structured data with address, phone and hours | 42% | no |
| Have an llms.txt | 18% | no |

Nearest places in the index: Sauciety (C, 106 m, https://directindex.org/r/marriott.com); Jimmy John's (A, 182 m, https://directindex.org/r/jimmyjohns.com); Eddie Merlot's (A, 244 m, https://directindex.org/r/eddiemerlots.com); Morton's The Steakhouse (B, 356 m, https://directindex.org/r/mortons.com); Maple & Ash (C, 377 m, https://directindex.org/r/mapleandash.com); Borrachito (B, 381 m, https://directindex.org/r/borrachito.com); Rosa Mexicano (B, 402 m, https://directindex.org/r/rosamexicano.com); Del Frisco's Double Eagle Steakhouse (B, 467 m, https://directindex.org/r/delfriscos.com); Moxie's (A, 497 m, https://directindex.org/r/moxies.com); Row 34 (A, 504 m, https://directindex.org/r/row34.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 BentoBox 84% (96% A or B, 951 sites); Sites using Toast 74% (63% A or B, 1884 sites); This site 90.8%.

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

## Businesses like M.J. O'Connor's in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Boston | 834 | 53% | 41% | 90.8% |
| Built with BentoBox in Boston | 64 | 86% | 100% | 90.8% |
| Using Toast in Boston | 136 | 76% | 68% | 90.8% |
| Built with BentoBox and using Toast in Boston | 23 | 86% | 100% | 90.8% |

The best of Built with BentoBox and using Toast in Boston: Glass House (A 90.8%, https://directindex.org/r/glasshousecambridge.com); Hurricane's at the Garden (A 90.8%, https://directindex.org/r/hurricanesboston.com); Bar Mezzana (A 87.7%, https://directindex.org/r/barmezzana.com); Dillon's (A 87.7%, https://directindex.org/r/dillonsboston.com); Halva Mediterranean Grill (A 87.7%, https://directindex.org/r/halvamedigrill.com).

With the fix above (Structured data is incomplete) the score would be about 95.4%: 16th of 834 in Boston, up from 58th.

## The direct record
What agents get for M.J. O'Connor's, as JSON: https://directindex.org/api/direct/mjoconnors.com
- Book: https://www.mjoconnors.com/reservations/ (own site; found by the scan of 2026-10-14, not yet tested)
- Order: https://order.toasttab.com/online/mj-o-connors-boston-27-columbus-ave (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.mjoconnors.com/back-bay-menus/ (html_page; from the scan)
- Hours: none on record
- Phone: +1 617 443 0800
- Stable links that count: https://directindex.org/go/mjoconnors.com/book, https://directindex.org/go/mjoconnors.com/order, https://directindex.org/go/mjoconnors.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 | 25 | 25 |
| Readable | 19 | 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/mjoconnors.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: yes

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