# LilliStar: Agent-Direct Score A (87.7%)

Site: https://www.lillistarbk.com
Report: https://directindex.org/r/lillistarbk.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.)
LilliStar is ready for agents.

## Direct links
- Book directly: https://www.sevenrooms.com/reservations/lillistar (through sevenrooms acting for the business)
- Order directly: https://email.getbento.com/h/d/04A431208379AB24 (through bentobox acting for the business)
- Menu: https://www.lillistarbk.com/menu/
- Phone: +1-929-489-0150

## What to fix first
- **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

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

```
# LilliStar

> bar or pub in New York cafes and bars. Phone +1-929-489-0150.

## Book or order directly

- Book: https://www.sevenrooms.com/reservations/lillistar (through sevenrooms acting for the business)
- Order: https://email.getbento.com/h/d/04A431208379AB24 (through bentobox acting for the business)
- Menu: https://www.lillistarbk.com/menu/

## Opening hours

We 17:00-23:00, Th 17:00-24:00, Fr 16:00-03:00, Sa 14:00-03:00, Su 14:00-24:00

## About

- Website: https://www.lillistarbk.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, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking through sevenrooms on your own domain.** No marketplace commission, and the guest stays yours.
- **Ordering through bentobox on your own domain.** No marketplace commission, and the guest stays yours.
- **SevenRooms lets agents act only through its partners.** SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Read 2026-10-15: https://sevenrooms.com/terms-of-service/. 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
79 of 1612 in New York cafes and bars. Top 5% 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 | 98% | yes |
| Publish the menu or price list as HTML | 96% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 99% | yes |
| Structured data with address, phone and hours | 24% | yes |
| Have an llms.txt | 11% | no |

Nearest places in the index: With Others (B, 127 m, https://directindex.org/r/withothersbrooklyn.com); OTB (A, 144 m, https://directindex.org/r/otbbk.com); East River Bar (F, 172 m, https://directindex.org/r/eastriverbar.com); Loosie Rouge (F, 185 m, https://directindex.org/r/loosierouge.com); Blazers Sports Bar (D, 259 m, https://directindex.org/r/blazerssportsbar.com); Black Brick Coffee (F, 298 m, https://directindex.org/r/blackbrickcoffee.com); The Woods (C, 317 m, https://directindex.org/r/thewoodsbk.com); Fresh Kills Bar (D, 357 m, https://directindex.org/r/freshkillsbar.com); PPL (C, 399 m, https://directindex.org/r/pplnyc.com); Deux Chats (C, 413 m, https://directindex.org/r/deuxchatsbk.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 SevenRooms 71% (53% A or B, 669 sites); Sites using BentoBox 83% (93% A or B, 357 sites); This site 87.7%.

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

## Businesses like LilliStar in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York cafes and bars | 1612 | 46% | 30% | 87.7% |
| Built with BentoBox in New York cafes and bars | 109 | 84% | 94% | 87.7% |
| Using SevenRooms in New York cafes and bars | 13 | 78% | 77% | 87.7% |
| Built with BentoBox and using SevenRooms in New York cafes and bars | 5 | 84% | 100% | 87.7% |

The best of Built with BentoBox and using SevenRooms in New York cafes and bars: Old Mates Pub (B 84.6%, https://directindex.org/r/oldmates.com); Haswell Green's (B 83.1%, https://directindex.org/r/haswellgreens.com); Mr Purple (B 83.1%, https://directindex.org/r/mrpurplenyc.com); Opera House (B 83.1%, https://directindex.org/r/operahouse.nyc).

## The direct record
What agents get for LilliStar, as JSON: https://directindex.org/api/direct/lillistarbk.com
- Book: https://www.sevenrooms.com/reservations/lillistar (vendor on own site: SevenRooms; found by the scan of 2026-10-14, not yet tested)
- Order: https://email.getbento.com/h/d/04A431208379AB24 (vendor on own site: BentoBox; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.lillistarbk.com/menu/ (html_page; from the scan)
- Hours: We 17:00-23:00, Th 17:00-24:00, Fr 16:00-03:00, Sa 14:00-03:00, Su 14:00-24:00 (from OpenStreetMap)
- Phone: +1-929-489-0150
- Stable links that count: https://directindex.org/go/lillistarbk.com/book, https://directindex.org/go/lillistarbk.com/order, https://directindex.org/go/lillistarbk.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, SevenRooms: Partners only. SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Read 2026-10-15: https://sevenrooms.com/terms-of-service/

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 25 |
| Actionable | 10 | 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/lillistarbk.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/lillistarbk.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=lillistarbk.com&force=1