# Ling Ling’s: Agent-Direct Score B (79.5%)

Site: https://linglingsbali.com/
Report: https://directindex.org/r/linglingsbali.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.)
Ling Ling’s is mostly ready for agents.
Some AI assistants are turned away by Ling Ling’s's website. It can read what Ling Ling’s offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://linglingsbali.com/group-booking/ (on the business's own site)
- Menu: https://linglingsbali.com/menu/
- Phone: +62 819-1641-7867
- Address: Jl. Petitenget
- Hours, from OpenStreetMap: Mon–Sun 12:00–01:00
- Its menu mentions: vegan options, vegetarian dishes, a children's menu

## Nearby, also direct
Places near Ling Ling’s that take a booking or an order on their own website, with no marketplace in between.
- Daimyo Bali (270 m): https://directindex.org/r/daimyobali.com
- Merah Putih Restaurant (340 m): https://directindex.org/r/merahputihbali.com
- Biku (770 m): https://directindex.org/r/bikubali.com
- Shima Teppanyaki and Shabu Shabu (880 m): https://directindex.org/r/shimateppanyaki.com
- Ginger Moon Canteen (1.1 km): https://directindex.org/r/gingermoonbali.com

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (http_429) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Ordering only through grabfood.** (no points, but worth doing) 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/online-ordering-without-delivery-apps

## 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": "Restaurant",
  "name": "Ling Ling’s",
  "url": "https://linglingsbali.com/",
  "telephone": "+62 819-1641-7867",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Jl. Petitenget"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -8.6749676,
    "longitude": 115.1568757
  },
  "openingHours": "Mo-Su 12:00-01:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "12:00",
      "closes": "01:00"
    }
  ],
  "servesCuisine": [
    "indonesian",
    "japanese",
    "korean"
  ],
  "acceptsReservations": "https://linglingsbali.com/group-booking/",
  "hasMenu": "https://linglingsbali.com/menu/",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://linglingsbali.com/group-booking/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **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.
- **Booking on your own site.** Agents can book without going through a marketplace.

## Where it stands
172 of 1240 in Bali. Top 14% 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 | 99% | yes |
| Publish the menu or price list as HTML | 89% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | no |
| Structured data with address, phone and hours | 53% | no |
| Have an llms.txt | 38% | yes |

Nearest places with a similar menu: Okuzono Japanese Dining Bali (C, 252 m, https://directindex.org/r/okuzonogroup.com); Daimyo Bali (B, 270 m, https://directindex.org/r/daimyobali.com); Merah Putih Restaurant (A, 336 m, https://directindex.org/r/merahputihbali.com); Sangsaka (D, 575 m, https://directindex.org/r/sangsakabali.com); Biku (C, 769 m, https://directindex.org/r/bikubali.com); Shima Teppanyaki and Shabu Shabu (C, 877 m, https://directindex.org/r/shimateppanyaki.com); Kaum Bali (F, 904 m, https://directindex.org/r/kaum.com); Ginger Moon Canteen (C, 1059 m, https://directindex.org/r/gingermoonbali.com); Asparagus Resto And Bar - Seminyak (D, 1122 m, https://directindex.org/r/asparagusbali.com); TORAN (D, 1345 m, https://directindex.org/r/toransik.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 Bali and named 103 places. Ling Ling’s wasn't one of them. See who was named: https://directindex.org/city/bali/recommended


Compared with its peers: Sites built with WordPress 55% (24% A or B, 251475 sites); Sites using Grabfood 60% (26% A or B, 76 sites); This site 79.5%.

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

## Businesses like Ling Ling’s in Bali

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Bali | 1240 | 53% | 27% | 79.5% |
| Sites built with WordPress in Bali | 584 | 60% | 30% | 79.5% |
| Sites using Grabfood in Bali | 16 | 72% | 56% | 79.5% |
| Sites built with WordPress and using Grabfood in Bali | 11 | 80% | 82% | 79.5% |

The best of the sites built with WordPress and using Grabfood in Bali: Billy Ho (A 100%, https://directindex.org/r/billyho.co); Cafe Bali (A 100%, https://directindex.org/r/buzobali.com); Honey & Smoke (A 100%, https://directindex.org/r/honeyandsmoke.co); Hujan Locale (A 100%, https://directindex.org/r/hujanlocale.com); Mama San Bali (A 100%, https://directindex.org/r/mamasanbali.com).

With the two fixes above (Structured data is incomplete; The server turns AI crawlers away at the door), the score would be about 95.4%. That would be 32nd of 1,240 in Bali, up from 172nd.

## The direct record
What agents get for Ling Ling’s, as JSON: https://directindex.org/api/direct/linglingsbali.com
- Book: https://linglingsbali.com/group-booking/ (own site; found by the scan of 2026-11-05, not yet tested)
- Order: none on record
- Menu: https://linglingsbali.com/menu/ (html_page; from the scan)
- Hours: Mo-Su 12:00-01:00 (closed now) (from OpenStreetMap)
- Phone: +62 819-1641-7867
- Stable links that count: https://directindex.org/go/linglingsbali.com/book, https://directindex.org/go/linglingsbali.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): 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 /group-booking/: WhatsApp.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 21.7 | 25 |
| Readable | 15 | 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/linglingsbali.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: 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/linglingsbali.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/linglingsbali.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=linglingsbali.com&force=1