# โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen): Agent-Direct Score F (35.4%) Site: http://pol.cmu.ac.th Report: https://directindex.org/r/cmu.ac.th Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen) is largely invisible to agents. An AI assistant can open โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen)'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 - Address: มหาวิทยาลัยเชียงใหม่ (Chiang Mai University), 50200, Chiang Mai ## Nearby, also direct Places near โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen) that take a booking or an order on their own website, with no marketplace in between. - Hajiban Big C Hangdong (280 m): https://directindex.org/r/blackcanyonrestaurant.com - Shakariki 432 x Tenyo Ramen (1.3 km): https://directindex.org/r/shakariki432.com - Nara Thai Cuisine Chiang Mai (1.3 km): https://directindex.org/r/naracuisine.com ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No booking or ordering 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 booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **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 - **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 ## 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. ``` # โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen) > local business in มหาวิทยาลัยเชียงใหม่ (Chiang Mai University), 50200, Chiang Mai, Chiang Mai. ## About - Website: http://pol.cmu.ac.th - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 183 of 243 in Chiang Mai. Top 75% 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 | 89% | no | | Publish the menu or price list as HTML | 78% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes | | Structured data with address, phone and hours | 33% | no | | Have an llms.txt | 41% | no | Nearest places in the index: Hajiban Big C Hangdong (B, 283 m, https://directindex.org/r/blackcanyonrestaurant.com); Bakineers - Homey Bakery (D, 511 m, https://directindex.org/r/bakineers.com); SteakBengal (D, 578 m, https://directindex.org/r/blogspot.com); Funky Grill Chiang Mai (D, 977 m, https://directindex.org/r/funkygrill.com); Garden Grove Pizzeria (F, 1126 m, https://directindex.org/r/pizzanapoletana.org); T Station (C, 1252 m, https://directindex.org/r/eastinhotelsresidences.com); Shakariki 432 x Tenyo Ramen (B, 1277 m, https://directindex.org/r/shakariki432.com); McDonald's (F, 1296 m, https://directindex.org/r/mcdonalds.co.th); Smoothie Blues (C, 1308 m, https://directindex.org/r/smoothieblues.com); Nara Thai Cuisine Chiang Mai (B, 1343 m, https://directindex.org/r/naracuisine.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 Chiang Mai and named 120 places. โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen) wasn't one of them. See who was named: https://directindex.org/city/chiang-mai/recommended See what an AI agent reads on this site: https://directindex.org/r/cmu.ac.th/agent-view ## Businesses like โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen) in Chiang Mai | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Chiang Mai | 243 | 49% | 24% | 35.4% | The best of the businesses of the same kind in Chiang Mai: KOBQ - Kad Thaweechoke (A 100%, https://directindex.org/r/kobq.org); Mandorla Sicilian Bistrot (A 100%, https://directindex.org/r/mandorlachiangmai.com); Riders Corner Bar & Restaurant (A 96.9%, https://directindex.org/r/riderscorner.net); Samurai Kitchen (A 90.8%, https://directindex.org/r/samurai-kitchen.com); Thaan Aoan (A 89.7%, https://directindex.org/r/cafedethaanaoan.com). With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 92.3%. That would be 4th of 243 in Chiang Mai, up from 183rd. ## The direct record What agents get for โรงอาหารคณะรัฐศาสตร์และรัฐประศาสนศาสตร์ (Political Science and Public Administration Canteen), as JSON: https://directindex.org/api/direct/cmu.ac.th - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: none on record ## 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 | 23 | 25 | | Readable | 0 | 25 | | Actionable | 0 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/cmu.ac.th - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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: no Keep watching this business (https://directindex.org/r/cmu.ac.th/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/cmu.ac.th/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=cmu.ac.th&force=1