# MNL Food Co.: Agent-Direct Score C (61.5%)

Site: http://www.mnlfoodco.com/
Report: https://directindex.org/r/mnlfoodco.com
Scanned: 2026-11-05 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
MNL Food Co. is partly visible to agents.
An AI assistant can open MNL Food Co.'s website. It can read what MNL Food Co. offers. It can't find a link to book or order online.

## Direct links
- Menu: https://mnlfoodco.com/collections/all
- Phone: +639188984253
- Address: Betty-Go Belmonte 26a, 1111, Quezon City

## Nearby, also direct
Places near MNL Food Co. that take a booking or an order on their own website, with no marketplace in between.
- Bading (10 m): https://directindex.org/r/sasa.com
- Sogo Food (530 m): https://directindex.org/r/hotelsogo.com
- La Muse  Restaurant at Red Hotel Cubao (540 m): https://directindex.org/r/redhotel.com.ph
- World Kitchens (810 m): https://directindex.org/r/worldkitchens.com.ph

## What to fix first
- **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "MNL Food Co.",
  "url": "http://www.mnlfoodco.com/",
  "telephone": "+639188984253",
  "address": "Betty-Go Belmonte 26a, 1111, Quezon City",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 14.622117676388626,
    "longitude": 121.04540657927198
  }
}
</script>
```

## 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 (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
303 of 1239 in Metro Manila. Top 24% 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 | 98% | no |
| Publish the menu or price list as HTML | 73% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes |
| Structured data with address, phone and hours | 18% | no |
| Have an llms.txt | 41% | yes |

Nearest places in the index: Bading (B, 8 m, https://directindex.org/r/sasa.com); Big Scoop (D, 272 m, https://directindex.org/r/bigscoop.com.ph); Sogo Food (C, 525 m, https://directindex.org/r/hotelsogo.com); La Muse  Restaurant at Red Hotel Cubao (B, 536 m, https://directindex.org/r/redhotel.com.ph); MXTeahouse (F, 753 m, https://directindex.org/r/rosales.org); Machida Shoten Ramen - Farmers Plaza Cubao (D, 781 m, https://directindex.org/r/machidashoten.com); World Chicken (F, 787 m, https://directindex.org/r/worldchicken.com.ph); Dairy Queen (F, 809 m, https://directindex.org/r/aranetacity.com); World Kitchens (C, 811 m, https://directindex.org/r/worldkitchens.com.ph); Chopstick House (F, 847 m, https://directindex.org/r/wordpress.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 Metro Manila and named 93 places. MNL Food Co. wasn't one of them. See who was named: https://directindex.org/city/metro-manila/recommended


Compared with its peers: Sites built with Shopify 48% (24% A or B, 13925 sites); This site 61.5%.

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

## Businesses like MNL Food Co. in Metro Manila

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Metro Manila | 1239 | 40% | 16% | 61.5% |
| Sites built with Shopify in Metro Manila | 80 | 67% | 55% | 61.5% |

The best of the sites built with Shopify in Metro Manila: Farmery Heritage Workwear (A 89.2%, https://directindex.org/r/farmery.ph); 12/10 (B 84.6%, https://directindex.org/r/twelveten.ph); BASIL (B 84.6%, https://directindex.org/r/basilphilippines.com); Bading (B 84.6%, https://directindex.org/r/sasa.com); Bánh Mì Kitchen (B 84.6%, https://directindex.org/r/banhmikitchen.ph).

With the two fixes above (No booking or ordering link on the website; Structured data is incomplete), the score would be about 95.4%. That would be 11th of 1,239 in Metro Manila, up from 303rd.

## The direct record
What agents get for MNL Food Co., as JSON: https://directindex.org/api/direct/mnlfoodco.com
- Book: none on record
- Order: none on record
- Menu: https://mnlfoodco.com/collections/all (html_page; from the scan)
- Hours: none on record
- Phone: +639188984253
- Stable links that count: https://directindex.org/go/mnlfoodco.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): yes
- 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 | 25 | 25 |
| Readable | 15 | 25 |
| Actionable | 0 | 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/mnlfoodco.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: yes
- llms.txt: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/mnlfoodco.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/mnlfoodco.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=mnlfoodco.com&force=1