# Mamanda: Agent-Direct Score B (75.8%)

Site: https://mamanda.com.sg/
Report: https://directindex.org/r/mamanda.com.sg
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.)
Mamanda is mostly ready for agents.

## Direct links
- Order directly: https://mamanda.com.sg/delivery/ (on the business's own site)
- Menu: https://mamanda.com.sg/wedding-menus/
- Phone: +65 6396 6646

## What to fix first
- **The server turns AI crawlers away at the door.** (+6.7 points) Live fetches as GPTBot (http_403), ClaudeBot (http_403) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Mamanda",
  "url": "https://mamanda.com.sg/",
  "telephone": "+65 6396 6646",
  "email": "enquiry@mamanda.com.sg",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Sultan Gate 73",
    "postalCode": "198497",
    "addressLocality": "Singapore",
    "addressCountry": "SG"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.3022173,
    "longitude": 103.8600366
  },
  "hasMenu": "https://mamanda.com.sg/wedding-menus/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://mamanda.com.sg/delivery/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Mamanda

> restaurant in Sultan Gate 73 198497 Singapore, Singapore. Phone +65 6396 6646.

## Book or order directly

- Order: https://mamanda.com.sg/delivery/ (on the business's own site)
- Menu: https://mamanda.com.sg/wedding-menus/

## About

- Website: https://mamanda.com.sg/
- 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.
- **Structured data present (Organization).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
114 of 710 in Singapore. Top 16% 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 | 88% | yes |
| Publish the menu or price list as HTML | 96% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | no |
| Structured data with address, phone and hours | 38% | no |
| Have an llms.txt | 29% | no |

Nearest places in the index: LAYALI Turkish Restaurant (A, 188 m, https://directindex.org/r/layali.sg); Pita Bakery (F, 209 m, https://directindex.org/r/pita-bakery.com); Kulon (D, 211 m, https://directindex.org/r/kulonsingapore.com); Diandin Leluk (B, 227 m, https://directindex.org/r/diandinleluk.com.sg); YEN Socialu (D, 340 m, https://directindex.org/r/theyengroup.com.sg); Meating Place (C, 346 m, https://directindex.org/r/meating-place.com); Seroja (B, 361 m, https://directindex.org/r/seroja.sg); Nana's Green Tea (F, 393 m, https://directindex.org/r/nanasgreentea.com); Poke Theory (F, 400 m, https://directindex.org/r/poketheory.com.sg); Chaoniu Hot Pot (D, 407 m, https://directindex.org/r/chaoniu.com.sg).

## 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 WordPress 57% (26% A or B, 35830 sites); This site 75.8%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 18.3 | 25 |
| Readable | 16 | 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/mamanda.com.sg
- 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

Deep report: https://directindex.org/r/mamanda.com.sg/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=mamanda.com.sg&force=1