# Chelsea Living Room: Agent-Direct Score A (100%)

Site: http://www.chelsealivingroomnyc.com/
Report: https://directindex.org/r/chelsealivingroomnyc.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Chelsea Living Room is ready for agents.
An AI assistant can open Chelsea Living Room's website. It can read what Chelsea Living Room offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.chelsealivingroomnyc.com/team-member/executive-chef/ (on the business's own site)
- Menu: https://www.chelsealivingroomnyc.com/menus/
- Phone: +16463705096
- Address: 243 W 14th St, New York 10011
- Hours, from chelsealivingroomnyc.com: Mon closed; Tue–Wed 17:00–22:00; Thu–Fri 17:00–00:00; Sat 00:00–02:00, 17:00–00:00; Sun 00:00–02:00, 16:00–22:00
- Its menu mentions: vegan options, vegetarian dishes

## Nearby, also direct
Places near Chelsea Living Room that take a booking or an order on their own website, with no marketplace in between.
- Crispo (30 m): https://directindex.org/r/crisporestaurant.com
- SAPPEISAN (60 m): https://directindex.org/r/sappeisan.com
- Xi'an Famous Foods (90 m): https://directindex.org/r/xianfoods.com
- Diner 24 (110 m): https://directindex.org/r/24diner.com

## What to fix first
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes 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.

```
# Chelsea Living Room

> food establishment in 243 W 14th St, New York 10011, New York. Phone +16463705096.

## Book or order directly

- Book: https://www.chelsealivingroomnyc.com/team-member/executive-chef/ (on the business's own site)
- Menu: https://www.chelsealivingroomnyc.com/menus/

## Opening hours

Tu,We 17:00-22:00; Th,Fr 17:00-24:00; Sa 00:00-02:00,17:00-24:00; Su 00:00-02:00,16:00-22:00

## About

- Website: http://www.chelsealivingroomnyc.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 main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (FoodEstablishment).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking on your own site.** Agents can book without going through a marketplace.

## Where it stands
51 of 11180 in New York. Top 1% of the sites scanned in this index.

| What the top 10% 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 | 95% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 59% | yes |
| Have an llms.txt | 25% | no |

Nearest places in the index: La Nacional (F, 22 m, https://directindex.org/r/jotform.com); Crispo (C, 34 m, https://directindex.org/r/crisporestaurant.com); The Darby (F, 50 m, https://directindex.org/r/uadnyc.com); SAPPEISAN (B, 62 m, https://directindex.org/r/sappeisan.com); Day Lee Kay Corp Dba Lindzay Kile Pilates (C, 69 m, https://directindex.org/r/lindzaykilepilates.com); Xi'an Famous Foods (B, 87 m, https://directindex.org/r/xianfoods.com); Diner 24 (B, 106 m, https://directindex.org/r/24diner.com); Jeanne & Gaston (F, 109 m, https://directindex.org/r/jeanneandgaston.com); Ramen Ishida (D, 110 m, https://directindex.org/r/ramenishidachelsea.com); Sushi Para 88 (D, 110 m, https://directindex.org/r/sushipara88.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 23 everyday questions about New York and named 160 places. Chelsea Living Room wasn't one of them. See who was named: https://directindex.org/city/new-york/recommended


Compared with its peers: Sites built with BentoBox 80% (86% A or B, 2383 sites); This site 100%.

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

## Businesses like Chelsea Living Room in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York | 11180 | 52% | 34% | 100% |
| Sites built with BentoBox in New York | 539 | 83% | 88% | 100% |

The best of the sites built with BentoBox in New York: Café Carmellini (A 100%, https://directindex.org/r/cafecarmellini.com); Casa Louie (A 100%, https://directindex.org/r/casalouienyc.com); Dado's Pizza and Taproom (A 100%, https://directindex.org/r/dadospizza.com); Dkpublic (A 100%, https://directindex.org/r/dkpublic.com); Gjelina (A 100%, https://directindex.org/r/gjelina.com).

## The direct record
What agents get for Chelsea Living Room, as JSON: https://directindex.org/api/direct/chelsealivingroomnyc.com
- Book: https://www.chelsealivingroomnyc.com/team-member/executive-chef/ (own site; found by the scan of 2026-10-23, not yet tested)
- Order: none on record
- Menu: https://www.chelsealivingroomnyc.com/menus/ (html_page; from the scan)
- Hours: Tu,We 17:00-22:00; Th,Fr 17:00-24:00; Sa 00:00-02:00,17:00-24:00; Su 00:00-02:00,16:00-22:00 (closed now) (from chelsealivingroomnyc.com)
- Phone: +16463705096
- Stable links that count: https://directindex.org/go/chelsealivingroomnyc.com/book, https://directindex.org/go/chelsealivingroomnyc.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): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- 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): no

Found one hop past the home page: contact page /about/: booking link (own domain); menu page /menus/: menu schema.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 25 | 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/chelsealivingroomnyc.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

Keep watching this business (https://directindex.org/r/chelsealivingroomnyc.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/chelsealivingroomnyc.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=chelsealivingroomnyc.com&force=1