# Musée Georges Labit: Agent-Direct Score D (41.3%) Site: https://www.museegeorgeslabit.fr/ Report: https://directindex.org/r/museegeorgeslabit.fr Scanned: 2026-10-16 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Musée Georges Labit is hard for agents to use. An AI assistant can open Musée Georges Labit's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online. ## Direct links - Phone: +33 5 31 22 99 80 - Address: Rue du Japon 17 31400 Toulouse - Hours, from OpenStreetMap · Overture Maps: Mon 10:00–18:00; Tue closed; Wed–Sun 10:00–18:00 - Step-free access (OpenStreetMap) ## Nearby, also direct Places near Musée Georges Labit that take a booking or an order on their own website, with no marketplace in between. - EF (1.3 km): https://directindex.org/r/ef.fr - Confédération Pyrénéenne du Tourisme (1.3 km): https://directindex.org/r/lespyrenees.net - Look Voyages (1.5 km): https://directindex.org/r/tui.fr ## What to fix first - **No ticket 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 ticket or booking 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 - **No tickets and prices found.** (+7 points) Agents answer 'what does it cost and when?' from marketplaces instead. Add a page with tickets, times and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **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. ## 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 ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Musée Georges Labit > museum in Rue du Japon 17 31400 Toulouse, Toulouse tours, attractions and museums. Phone +33 5 31 22 99 80. ## Opening hours We-Mo 10:00-18:00 ## About - Website: https://www.museegeorgeslabit.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 (Organization).** no address, phone or hours in it ## Where it stands 44 of 62 in Toulouse tours, attractions and museums. Top 71% 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 | 70% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 100% | yes | | Structured data with address, phone and hours | 20% | no | | Have an llms.txt | 30% | no | Nearest places in the index: La Route des Voyages (D, 1097 m, https://directindex.org/r/laroutedesvoyages.com); Maison Seilhan (F, 1249 m, https://directindex.org/r/seilhan.org); Val d'Aran - Baqueira Beret (F, 1304 m, https://directindex.org/r/visitvaldaran.com); Voyage d'Oc (F, 1324 m, https://directindex.org/r/voyagesdoc.fr); EF (A, 1324 m, https://directindex.org/r/ef.fr); Confédération Pyrénéenne du Tourisme (C, 1329 m, https://directindex.org/r/lespyrenees.net); Travel Evasion (C, 1358 m, https://directindex.org/r/travelevasion.fr); Go Study Australia - France (D, 1449 m, https://directindex.org/r/gostudy.fr); Look Voyages (B, 1456 m, https://directindex.org/r/tui.fr); Voyageurs du Monde (D, 1605 m, https://directindex.org/r/voyageursdumonde.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. Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 41.3%. See what an AI agent reads on this site: https://directindex.org/r/museegeorgeslabit.fr/agent-view ## Businesses like Musée Georges Labit in Toulouse tours, attractions and museums | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Toulouse tours, attractions and museums | 62 | 51% | 19% | 41.3% | | Sites built with WordPress in Toulouse tours, attractions and museums | 25 | 58% | 20% | 41.3% | The best of the sites built with WordPress in Toulouse tours, attractions and museums: Duclos Voyages (A 88.8%, https://directindex.org/r/voyages-duclos.fr); Fun and Fly (B 82.5%, https://directindex.org/r/fun-and-fly.com); Musée des Compagnons du Tour de France (B 77.5%, https://directindex.org/r/compagnonsdutourdefrance.org); Les Jardins du Muséum à Borderouge (B 75.4%, https://directindex.org/r/toulouse-metropole.fr); Horizon (B 71.3%, https://directindex.org/r/peniche-horizon.fr). With the three fixes above (No ticket link on the website; Structured data is incomplete; No tickets and prices found), the score would be about 77.5%. That would be 8th of 62 in Toulouse tours, attractions and museums, up from 44th. ## The direct record What agents get for Musée Georges Labit, as JSON: https://directindex.org/api/direct/museegeorgeslabit.fr - Book: none on record - Order: none on record - Menu: none on record - Hours: We-Mo 10:00-18:00 (open now) (from OpenStreetMap) - Phone: +33 5 31 22 99 80 ## 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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 0 | 30 | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/museegeorgeslabit.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/museegeorgeslabit.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/museegeorgeslabit.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=museegeorgeslabit.fr&force=1