# Lily's Bar Pizza Patio: Agent-Direct Score D (49.2%)

Site: https://www.lilysboston.com/
Report: https://directindex.org/r/lilysboston.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.)
Lily's Bar Pizza Patio is hard for agents to use.

## Direct links
- Menu: https://www.lilysboston.com/_files/ugd/03c922_2d65b9bfac0940eda6758f8c54718e94.pdf
- Phone: +1-857-233-4513

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). 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
- **Booking only through opentable.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "Lily's Bar Pizza Patio",
  "url": "https://www.lilysboston.com/",
  "telephone": "+1-857-233-4513",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Batterymarch Street 33",
    "postalCode": "02109",
    "addressLocality": "Boston"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.357445,
    "longitude": -71.0540668
  },
  "servesCuisine": [
    "pizza"
  ],
  "hasMenu": "https://www.lilysboston.com/_files/ugd/03c922_2d65b9bfac0940eda6758f8c54718e94.pdf"
}
</script>
```

## 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.

## Where it stands
532 of 925 in Boston. Top 58% 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 | 98% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 92% | yes |
| Structured data with address, phone and hours | 47% | no |
| Have an llms.txt | 16% | yes |

Nearest places with a similar menu: Tenderoni's Pizza (B, 367 m, https://directindex.org/r/tenderonis.com); Quattro (C, 693 m, https://directindex.org/r/depasqualeventures.com); Benevento's (D, 771 m, https://directindex.org/r/beneventosboston.com); Florina Pizzeria & Paninoteca (A, 805 m, https://directindex.org/r/florinapizza.com); Boston Pizza (B, 1022 m, https://directindex.org/r/bostonpizza.com); Nino's Pizza & Subs (A, 1349 m, https://directindex.org/r/ninospizzaboston.com); Doughboy Donuts & Deli (B, 1939 m, https://directindex.org/r/doughboydonutsanddeli.com); Picco (B, 1942 m, https://directindex.org/r/piccoboston.com); Alex Pizza & Grill (F, 1990 m, https://directindex.org/r/alexpizzagrill.com); Pizzeria 260 (F, 2023 m, https://directindex.org/r/pizzeria260.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 Wix 58% (33% A or B, 3163 sites); Sites using OpenTable 67% (42% A or B, 1409 sites); This site 49.2%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 4 | 25 |
| Actionable | 3 | 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/lilysboston.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: yes
- 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/lilysboston.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=lilysboston.com&force=1