# Moonlight Cafe: Agent-Direct Score A (89.2%)

Site: https://www.moonlightcafeseattle.com/
Report: https://directindex.org/r/moonlightcafeseattle.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Moonlight Cafe is ready for agents.
An AI assistant can open Moonlight Cafe's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

## Direct links
- Order directly: https://www.moonlightcafeseattle.com/order (on the business's own site)
- Phone: +1-206-322-3378
- Address: South Jackson Street 1919 98144 Seattle
- Hours, from OpenStreetMap · Overture Maps: Mon–Fri 10:00–22:00; Sat–Sun closed

## Nearby, also direct
Places near Moonlight Cafe that take a booking or an order on their own website, with no marketplace in between.
- Phở Bắc Red Boat (610 m): https://directindex.org/r/thephobac.com
- Dong Thap Noodles (810 m): https://directindex.org/r/dongthapnoodles.com
- LaKa Saigon Bites & Drinks (830 m): https://directindex.org/r/lakasaigon.com
- Tamarind Tree (840 m): https://directindex.org/r/tamarindtreerestaurant.com
- Phở Hòa + Jazen Tea (weller) (1.4 km): https://directindex.org/r/phohoa.com

## What to fix first
- **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
- **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
- **The phone number on the site doesn't match the open map data.** The site shows (206) 485-7313, but OpenStreetMap or Overture Maps lists +1-206-322-3378. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## Fix kit: What to paste

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

```
# Moonlight Cafe

> restaurant (vietnamese) in South Jackson Street 1919 98144 Seattle, Seattle. Phone +1-206-322-3378.

## Book or order directly

- Order: https://www.moonlightcafeseattle.com/order (on the business's own site)

## Opening hours

Mo-Fr 10:00-22:00

## About

- Website: https://www.moonlightcafeseattle.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 (Restaurant).** address, phone, opening hours
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
122 of 1768 in Seattle. Top 7% 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 | 92% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes |
| Structured data with address, phone and hours | 55% | yes |
| Have an llms.txt | 24% | no |

Nearest places with a similar menu: Kkokio Korean Fried Chicken Asian Fusion (F, 504 m, https://directindex.org/r/kkokio.com); Phở Bắc Red Boat (C, 605 m, https://directindex.org/r/thephobac.com); Saigon Deli (F, 645 m, https://directindex.org/r/saigondeli.com); Pho So 1 (F, 740 m, https://directindex.org/r/phoso1seattle.com); Dong Thap Noodles (A, 809 m, https://directindex.org/r/dongthapnoodles.com); Thanh Vi Restaurant (F, 819 m, https://directindex.org/r/thanhviseattle.com); LaKa Saigon Bites & Drinks (B, 830 m, https://directindex.org/r/lakasaigon.com); Tamarind Tree (B, 838 m, https://directindex.org/r/tamarindtreerestaurant.com); Green Leaf (F, 1168 m, https://directindex.org/r/greenleaftaste.com); Phở Hòa + Jazen Tea (weller) (C, 1414 m, https://directindex.org/r/phohoa.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 22 everyday questions about Seattle and named 140 places. Moonlight Cafe wasn't one of them. See who was named: https://directindex.org/city/seattle/recommended


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

## Businesses like Moonlight Cafe in Seattle

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Seattle | 1768 | 52% | 33% | 89.2% |

The best of the businesses of the same kind in Seattle: Aamrai Indian Kitchen And Bar (A 100%, https://directindex.org/r/aamraiseattle.com); Bai Tong Thai Restaurant - Lake Union (A 100%, https://directindex.org/r/baitongthaitogo.com); Cantina del Sol (A 100%, https://directindex.org/r/cantinadelsol.com); Costas Restaurant (A 100%, https://directindex.org/r/costasseattle.com); Dong Thap Noodles (A 100%, https://directindex.org/r/dongthapnoodles.com).

With the fix above (No menu or price list found), the score would be about 100%, which would be first of 1,768 in Seattle.

## The direct record
What agents get for Moonlight Cafe, as JSON: https://directindex.org/api/direct/moonlightcafeseattle.com
- Book: none on record
- Order: https://www.moonlightcafeseattle.com/order (own site; found by the scan of 2026-10-24, not yet tested)
- Menu: none on record
- Hours: Mo-Fr 10:00-22:00 (closed now) (from OpenStreetMap)
- Phone: +1-206-322-3378
- Stable links that count: https://directindex.org/go/moonlightcafeseattle.com/order

## 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: booking page /order: business JSON-LD, address, telephone, opening hours, menu schema.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 18 | 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/moonlightcafeseattle.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: 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/moonlightcafeseattle.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/moonlightcafeseattle.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=moonlightcafeseattle.com&force=1