# London Lennie's: Agent-Direct Score A (95.4%)

Site: http://londonlennies.com/
Report: https://directindex.org/r/londonlennies.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.)
London Lennie's is ready for agents.

## Direct links
- Book directly: https://www.londonlennies.com/event-bookings/ (on the business's own site)
- Order directly: https://www.londonlennies.com/online-ordering/ (on the business's own site)
- Menu: https://www.londonlennies.com/dinner-menus/
- Phone: +1 718 894-8084

## 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.

```
# London Lennie's

> restaurant (seafood) in Woodhaven Boulevard 63-88 11374 Rego Park, New York. Phone +1 718 894-8084.

## Book or order directly

- Book: https://www.londonlennies.com/event-bookings/ (on the business's own site)
- Order: https://www.londonlennies.com/online-ordering/ (on the business's own site)
- Menu: https://www.londonlennies.com/dinner-menus/

## About

- Website: http://londonlennies.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 on your own site.** Agents can book without a marketplace in the loop.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
140 of 4270 in New York. Top 3% 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 | 99% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 50% | yes |
| Have an llms.txt | 13% | no |

Nearest places in the index: La Gringa Grill (B, 182 m, https://directindex.org/r/bandardominoqiu.com); Aroma Indian (D, 194 m, https://directindex.org/r/aromaindiancuisineny.com); Gyro Grill (C, 280 m, https://directindex.org/r/gyrogrillny.com); Fortune (A, 481 m, https://directindex.org/r/kosherfortune.com); Chick'n Rotonda (F, 599 m, https://directindex.org/r/chicknrotonda.com); Chaikhana Sem Sorok (A, 799 m, https://directindex.org/r/chaikhanasemsorok.com); Omakase Ramen (A, 962 m, https://directindex.org/r/omakaseramenrp.com); Spring (D, 964 m, https://directindex.org/r/springthaifusion.com); Panda (F, 1033 m, https://directindex.org/r/pandaforesthills.com); Yellowstone Sushi (F, 1040 m, https://directindex.org/r/yellowstonesushi.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); This site 95.4%.

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

## Businesses like London Lennie's in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4270 | 52% | 40% | 95.4% |
| Built with BentoBox in New York | 317 | 86% | 96% | 95.4% |

The best of Built with BentoBox in New York: All'Antico Vinaio (A 95.4%, https://directindex.org/r/allanticovinaiousa.com); American Brass (A 95.4%, https://directindex.org/r/americanbrasslic.com); Bar Mexicana (A 95.4%, https://directindex.org/r/barmexicananyc.com); Battello (A 95.4%, https://directindex.org/r/battellojc.com); Così (A 95.4%, https://directindex.org/r/getcosi.com).

## The direct record
What agents get for London Lennie's, as JSON: https://directindex.org/api/direct/londonlennies.com
- Book: https://www.londonlennies.com/event-bookings/ (own site; found by the scan of 2026-10-14, not yet tested)
- Order: https://www.londonlennies.com/online-ordering/ (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.londonlennies.com/dinner-menus/ (html_page; from the scan)
- Hours: none on record
- Phone: +1 718 894-8084
- Stable links that count: https://directindex.org/go/londonlennies.com/book, https://directindex.org/go/londonlennies.com/order, https://directindex.org/go/londonlennies.com/menu
- Agents and people followed 2 direct links to this business this month (2 by AI agents).

## 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 | 22 | 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/londonlennies.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: yes
- 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/londonlennies.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=londonlennies.com&force=1