# Le Muang Thaï: Agent-Direct Score B (81.5%)

Site: https://le-muang-thai.fr/
Report: https://directindex.org/r/le-muang-thai.fr
Scanned: 2026-10-16 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Le Muang Thaï is mostly ready for agents.
An AI assistant can open Le Muang Thaï's website. It can read what Le Muang Thaï offers. To book or order, it is sent to TheFork, a marketplace.

## Direct links
- Menu: https://le-muang-thai.fr/
- Phone: +33 9 79 29 33 63
- Address: Rue Achille Viadieu 136 31400 Toulouse
- Hours, from OpenStreetMap · Overture Maps: Mon 12:00–14:00; Tue–Sat 12:00–14:00, 19:00–22:00; Sun closed
- Prices: 31 prices on the site, the middle one €12.00

## Nearby, also direct
Places near Le Muang Thaï that take a booking or an order on their own website, with no marketplace in between.
- Thai-Thai Sushi (1.1 km): https://directindex.org/r/wordpress.com
- Naraï Thaï (2.3 km): https://directindex.org/r/naraithai.fr

## What to fix first
- **Booking only through thefork.** (+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
- **Ordering only through deliveroo.** (+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/online-ordering-without-delivery-apps
- **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

## What the site tells visitors (Measured, not scored)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Toulouse, 15% of comparable sites declare one.
- **31 prices on the landing page, the middle one €12.00.** In Toulouse, the middle price of comparable sites that show prices is €16.25.

## Fix kit: What to paste

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

```
# Le Muang Thaï

> restaurant (thai) in Rue Achille Viadieu 136 31400 Toulouse, Toulouse. Phone +33 9 79 29 33 63.

## Book or order directly

- Menu: https://le-muang-thai.fr/

## Opening hours

Mo 12:00-14:00; Tu-Sa 12:00-14:00,19:00-22:00

## About

- Website: https://le-muang-thai.fr/
- 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
- **Menu or price list with prices on the page.** Agents can read the items and prices.
- **TheFork works with agents through its partners.** TheFork's terms page could not be fetched on 2026-10-15; TheFork integrated OpenAI's Operator agent for UK bookings in February 2025 and is a named Google AI Mode booking partner. Terms read on 2026-10-15: https://itbrief.co.uk/story/thefork-integrates-openai-s-operator-for-uk-bookings. 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
109 of 749 in Toulouse. Top 15% 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 | 91% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes |
| Structured data with address, phone and hours | 60% | yes |
| Have an llms.txt | 34% | no |

Nearest places with a similar menu: Baan Siam (D, 852 m, https://directindex.org/r/baan.fr); Jipoonthai (D, 992 m, https://directindex.org/r/jipoonthai.com); Thai-Thai Sushi (F, 1147 m, https://directindex.org/r/wordpress.com); Dee Dee Thai Sushi (B, 1233 m, https://directindex.org/r/metro.bar); Pitaya (B, 1584 m, https://directindex.org/r/pitaya-thaistreetfood.com); Thai kafe (C, 1967 m, https://directindex.org/r/thai-kafe.fr); Thai et sushi (F, 2118 m, https://directindex.org/r/thaietsushi-toulouse.fr); Naraï Thaï (A, 2264 m, https://directindex.org/r/naraithai.fr).

## 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 29 everyday questions about Toulouse and named 182 places. Le Muang Thaï wasn't one of them. See who was named: https://directindex.org/city/toulouse/recommended


Compared with its peers: Sites using TheFork 65% (40% A or B, 2102 sites); Sites using Deliveroo 63% (38% A or B, 896 sites); This site 81.5%.

See what an AI agent reads on this site: https://directindex.org/r/le-muang-thai.fr/agent-view

## Businesses like Le Muang Thaï in Toulouse

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Toulouse | 749 | 57% | 33% | 81.5% |
| Sites using TheFork in Toulouse | 12 | 55% | 17% | 81.5% |

The best of the sites using TheFork in Toulouse: Côté Sushi (A 100%, https://directindex.org/r/cotesushi.com); L’Assemblée Gourmande (C 67.7%, https://directindex.org/r/restaurant-ag-toulouse.fr); Le Louchebem (C 61.5%, https://directindex.org/r/maisonlouchebem.fr); STEAKHOUSE GRILL Toulouse (C 61.5%, https://directindex.org/r/steakhousegrill.fr); Curry Café (D 49.2%, https://directindex.org/r/currycafetoulouse.com).

With the two fixes above (Booking only through thefork; Ordering only through deliveroo), the score would be about 100%, which would be first of 749 in Toulouse.

## The direct record
What agents get for Le Muang Thaï, as JSON: https://directindex.org/api/direct/le-muang-thai.fr
- Book: none on record
- Order: none on record
- Menu: https://le-muang-thai.fr/ (html_inline; from the scan)
- Hours: Mo 12:00-14:00; Tu-Sa 12:00-14:00,19:00-22:00 (closed now) (from OpenStreetMap)
- Phone: +33 9 79 29 33 63
- Stable links that count: https://directindex.org/go/le-muang-thai.fr/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
- Vendor terms for agents, TheFork: Through partners. TheFork's terms page could not be fetched on 2026-10-15; TheFork integrated OpenAI's Operator agent for UK bookings in February 2025 and is a named Google AI Mode booking partner. Read 2026-10-15: https://itbrief.co.uk/story/thefork-integrates-openai-s-operator-for-uk-bookings

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 25 | 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/le-muang-thai.fr
- 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/le-muang-thai.fr/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/le-muang-thai.fr/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=le-muang-thai.fr&force=1