# B Lounge NYC: Agent-Direct Score D (48.6%)

Site: http://bloungenyc.com/
Report: https://directindex.org/r/bloungenyc.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.)
B Lounge NYC is hard for agents to use.
Some AI assistants are turned away by B Lounge NYC's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online.

## Direct links
- Phone: +19172140589
- Address: 77 E 7th St, 10003, New York
- Prices: 16 prices on the site, the middle one $500

## Nearby, also direct
Places near B Lounge NYC that take a booking or an order on their own website, with no marketplace in between.
- Setsugekka (20 m): https://directindex.org/r/setsugekkany.com
- Agavi Organic Juice Bar (30 m): https://directindex.org/r/agavijuice.com
- The Headless Widow (80 m): https://directindex.org/r/theheadlesswidow.com
- Bubbleology (90 m): https://directindex.org/r/bubbleologyusa.com
- The Grafton (90 m): https://directindex.org/r/thegraftonnyc.com

## What to fix first
- **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **The server turns AI crawlers away at the door.** (+6.7 points) Requests as GPTBot (http_403), ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **robots.txt blocks GPTBot, ClaudeBot, Google-Extended.** (+3.7 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **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

## What the site tells visitors (Measured, not scored)
- **16 prices on the landing page, the middle one $500.** In New York, the middle price of comparable sites that show prices is $15.00.

## Fix kit: What to paste

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

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

```
# B Lounge NYC

> bar or pub in 77 E 7th St, 10003, New York, New York cafes and bars. Phone +19172140589.

## About

- Website: http://bloungenyc.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **Structured data found (BarOrPub).** address, phone, opening hours

## Where it stands
2285 of 4114 in New York cafes and bars. Top 56% 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 | 97% | no |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | no |
| Structured data with address, phone and hours | 36% | yes |
| Have an llms.txt | 23% | no |

Nearest places in the index: Blue & Gold (D, 9 m, https://directindex.org/r/blueandgoldhomes.com); Setsugekka (D, 24 m, https://directindex.org/r/setsugekkany.com); Agavi Organic Juice Bar (B, 27 m, https://directindex.org/r/agavijuice.com); Mister Paradise (D, 67 m, https://directindex.org/r/misterparadisenyc.com); The Headless Widow (B, 83 m, https://directindex.org/r/theheadlesswidow.com); Bubbleology (C, 85 m, https://directindex.org/r/bubbleologyusa.com); The Grafton (C, 88 m, https://directindex.org/r/thegraftonnyc.com); Kindred (F, 98 m, https://directindex.org/r/kindred-nyc.com); Schmuck (D, 106 m, https://directindex.org/r/schmucknyc.com); International Bar (C, 106 m, https://directindex.org/r/internationalbarnyc.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.


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

## Businesses like B Lounge NYC in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York cafes and bars | 4114 | 48% | 27% | 48.6% |

The best of the businesses of the same kind in New York cafes and bars: Americano Cafe (A 100%, https://directindex.org/r/americanocafesi.com); Bora Bora Smoothie Cafe (A 100%, https://directindex.org/r/boraborausa.com); BreakJuicery (A 100%, https://directindex.org/r/breakjuicery.com); Cafe Luna (A 100%, https://directindex.org/r/cafelunanj.com); Cafe Mia (A 100%, https://directindex.org/r/cafemiabk.com).

With the three fixes above (No booking or ordering link on the website; No menu or price list found; The server turns AI crawlers away at the door), the score would be about 89.7%. That would be 218th of 4,114 in New York cafes and bars, up from 2285th.

## The direct record
What agents get for B Lounge NYC, as JSON: https://directindex.org/api/direct/bloungenyc.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +19172140589

## 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 14.6 | 25 |
| Readable | 15 | 25 |
| Actionable | 2 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 2 of 5, Bot-Aware. Cloudflare's report: https://isitagentready.com/bloungenyc.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: yes
- 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/bloungenyc.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/bloungenyc.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=bloungenyc.com&force=1