# Mama Blu's Food Co. & Kitchen: Agent-Direct Score C (69.2%)

Site: http://www.mamablu.com.au
Report: https://directindex.org/r/mamablu.com.au
Scanned: 2026-10-18 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mama Blu's Food Co. & Kitchen is partly visible to agents.
An AI assistant can open Mama Blu's Food Co. & Kitchen's website. It can read what Mama Blu's Food Co. & Kitchen offers. To book or order, it is sent to OpenTable, a marketplace.

## Direct links
- Menu: https://www.mamablu.com.au/mama-blu-s-kitchen-menu
- Phone: +61434998062

## What to fix first

## What the site tells visitors (Measured, not scored)
- **The footer says © 2014.** Visitors and assistants may read that year as the last time anyone looked after the site. In Melbourne, 74% of comparable sites that show a year say 2025 or later.

- **Booking only through opentable.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript
- **The phone number on the site doesn't match the open map data.** The site shows 0439445237, but OpenStreetMap or Overture Maps lists +61434998062. 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

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": "LocalBusiness",
  "name": "Mama Blu's Food Co. & Kitchen",
  "url": "http://www.mamablu.com.au",
  "telephone": "+61434998062",
  "address": "61 Glen Huntly Rd, 3184, Melbourne",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -37.88209082,
    "longitude": 144.98211935
  }
}
</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 (LocalBusiness).** address, phone
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **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. Terms read on 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.

## Where it stands
1507 of 4396 in Melbourne. Top 34% 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% | no |
| Publish the menu or price list as HTML | 91% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes |
| Structured data with address, phone and hours | 51% | no |
| Have an llms.txt | 27% | yes |

Nearest places in the index: Euro Pizza (F, 98 m, https://directindex.org/r/europizza.com.au); Earth, Wind and Flour (F, 108 m, https://directindex.org/r/earthwindandflour.pizza); Odyssey (B, 613 m, https://directindex.org/r/odysseycuisine.com); Heads & Tails Elwood (F, 647 m, https://directindex.org/r/htelwood.com); Dandelion (A, 710 m, https://directindex.org/r/dandelion.ws); Plain Sailing (B, 767 m, https://directindex.org/r/plainsailingelwood.com); Baked in Elwood Pizza & Pasta (F, 783 m, https://directindex.org/r/bakedinelwood.com.au); Shagy's Pizza (F, 827 m, https://directindex.org/r/shagyspizza.com.au); Singing Wok (B, 830 m, https://directindex.org/r/singingwok.com.au); Riva (F, 968 m, https://directindex.org/r/rivastkilda.com.au).

## 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 12 everyday questions about Melbourne and named 56 places. Mama Blu's Food Co. & Kitchen wasn't one of them. See who was named: https://directindex.org/city/melbourne/recommended


Compared with its peers: Sites built with Wix 49% (24% A or B, 10627 sites); Sites using OpenTable 65% (40% A or B, 2352 sites); This site 69.2%.

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

## Businesses like Mama Blu's Food Co. & Kitchen in Melbourne

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Melbourne | 4396 | 56% | 32% | 69.2% |
| Sites built with Wix in Melbourne | 377 | 69% | 54% | 69.2% |
| Sites using OpenTable in Melbourne | 134 | 64% | 34% | 69.2% |
| Sites built with Wix and using OpenTable in Melbourne | 11 | 72% | 64% | 69.2% |

The best of the sites built with Wix and using OpenTable in Melbourne: Kaoyum (A 95.4%, https://directindex.org/r/kaoyum.com.au); Meat Me (A 95.4%, https://directindex.org/r/meatmesouvlakeri.com.au); Vegie Bar (A 87.7%, https://directindex.org/r/vegiebar.com.au); Geppetto Trattoria (B 83.1%, https://directindex.org/r/geppettotrattoria.com); South of the Wall (B 80%, https://directindex.org/r/southofthewall.com.au).

With the three fixes above (Booking only through opentable; Structured data is incomplete; Almost no text without JavaScript), the score would be about 95.4%. That would be 96th of 4,396 in Melbourne, up from 1507th.

## The direct record
What agents get for Mama Blu's Food Co. & Kitchen, as JSON: https://directindex.org/api/direct/mamablu.com.au
- Book: none on record
- Order: none on record
- Menu: https://www.mamablu.com.au/mama-blu-s-kitchen-menu (html_page; from the scan)
- Hours: none on record
- Phone: +61434998062
- Stable links that count: https://directindex.org/go/mamablu.com.au/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
- 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 23 | 25 |
| Readable | 19 | 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/mamablu.com.au
- 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: 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: 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/mamablu.com.au/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/mamablu.com.au/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=mamablu.com.au&force=1