# Cafe Luna Astoria: Agent-Direct Score B (81.5%)

Site: https://cafelunaastoria.com/
Report: https://directindex.org/r/cafelunaastoria.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.)
Cafe Luna Astoria is mostly ready for agents.

## Direct links
- Menu: https://cafelunaastoria.com/food-menu
- Phone: +1 917-396-4002

## What to fix first
- **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
- **Ordering only through doordash.** (+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/online-ordering-without-delivery-apps
- **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.

```
# Cafe Luna Astoria

> restaurant (american, coffee shop, sandwich, brunch, breakfast) in Astoria Blvd 12-23 11102 Astoria, New York. Phone +1 917-396-4002.

## Book or order directly

- Menu: https://cafelunaastoria.com/food-menu

## Opening hours

Mo-Su 08:30-17:00

## About

- Website: https://cafelunaastoria.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 (Restaurant).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **OpenTable works with agents through its partners.** OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that is not a partner may not finish the step there; a direct path on your own domain works for all of them.

## Where it stands
915 of 4270 in New York. Top 21% 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 | 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 with a similar menu: Arcadia Bar and Kitchen (A, 8 m, https://directindex.org/r/arcadiabarlic.com); Chez Nick (A, 1543 m, https://directindex.org/r/cheznicknyc.com); Redefine Meals (F, 1862 m, https://directindex.org/r/redefinemeals.com); Bella Donna Pizzeria (F, 1930 m, https://directindex.org/r/belladonnapizzanyc.com); The Milton (D, 1953 m, https://directindex.org/r/themiltonnyc.com); Sojourn Social (F, 1959 m, https://directindex.org/r/sojournsocial.com); Dorrian's (B, 2027 m, https://directindex.org/r/dorrians-nyc.com); Lim's Kitchen (D, 2032 m, https://directindex.org/r/singapore48pools.com); Barking Dog (B, 2220 m, https://directindex.org/r/barkingdognyc.com); Westville (B, 2279 m, https://directindex.org/r/westville.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 using OpenTable 67% (43% A or B, 1462 sites); Sites using DoorDash 63% (35% A or B, 137 sites); This site 81.5%.

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

## Businesses like Cafe Luna Astoria in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4270 | 52% | 40% | 81.5% |
| Using OpenTable in New York | 154 | 73% | 57% | 81.5% |

The best of Using OpenTable in New York: Antoya Korean BBQ (A 100%, https://directindex.org/r/anto.com); Bar Mexicana (A 95.4%, https://directindex.org/r/barmexicananyc.com); Hill Country Barbecue Market (A 95.4%, https://directindex.org/r/hillcountry.com); Jane Doe (A 95.4%, https://directindex.org/r/janedoejc.com); Persepolis (A 93.8%, https://directindex.org/r/persepolisnewyork.com).

With the two fixes above (Booking only through opentable; Ordering only through doordash) the score would be about 100%: first of 4,270 in New York.

## The direct record
What agents get for Cafe Luna Astoria, as JSON: https://directindex.org/api/direct/cafelunaastoria.com
- Book: none on record
- Order: none on record
- Menu: https://cafelunaastoria.com/food-menu (html_page; from the scan)
- Hours: Mo-Su 08:30-17:00 (closed now) (from OpenStreetMap)
- Phone: +1 917-396-4002
- Stable links that count: https://directindex.org/go/cafelunaastoria.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, OpenTable: Through partners. OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 25 | 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/cafelunaastoria.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/cafelunaastoria.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=cafelunaastoria.com&force=1