# Thai Pastry Restaurant: Agent-Direct Score D (40.5%) Site: https://www.thaipastry.com/ Report: https://directindex.org/r/thaipastry.com Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending) Thai Pastry Restaurant is hard for agents to use. ## Direct links - Phone: +1-773-784-5399 ## What to fix first, by points - **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). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **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 - **Menu or price list lives on another site.** (+5 points) The link points to smiledining.com, so the credit and the traffic go there. Guide: https://directindex.org/guides/menu-pdf-ai - **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, one block in the page head: ```html ``` llms.txt draft: ``` # Thai Pastry Restaurant > restaurant (thai) in North Broadway 4925 60640 Chicago, Chicago. Phone +1-773-784-5399. ## Book or order directly - Menu: http://thaipastryil.smiledining.com/ ## About - Website: https://www.thaipastry.com/ - 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 is no robots.txt, which allows everything. ## Where it stands Rank 992 of 1720 in Chicago (top 58%). | What the top tenth does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 100% | no | | Publish the menu or price list as HTML | 97% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 95% | no | | Structured data with address, phone and hours | 51% | no | | Have an llms.txt | 18% | no | Nearest places with a similar menu: Cafe Hoang (F, 319 m, https://directindex.org/r/cafe-hoang.com); In-On Thai (B, 647 m, https://directindex.org/r/inonthaichicagoil.com); Herb Restaurant (C, 948 m, https://directindex.org/r/herbchicago.com); Jin Thai Cuisine (B, 1047 m, https://directindex.org/r/jinthaicuisine.com); Indie Cafe Sushi + Thai (F, 2035 m, https://directindex.org/r/indiesushinewasian.com); Royal Thai (D, 2386 m, https://directindex.org/r/royalthaichicago.com); Kanlaya (C, 2455 m, https://directindex.org/r/devstage2.com); Pho's Thai Cuisine (C, 3447 m, https://directindex.org/r/phothaicuisine.com). ## What assistants answer Not asked yet. Assistants are asked about the top-ranked and claimed businesses in each city index. Against its peers: Sites built with BentoBox average 84% (96% A or B, 862 sites); this site 40.5%. What an AI agent reads on this site: https://directindex.org/r/thaipastry.com/agent-view ## Score breakdown | Component | Points | Available | |---|---|---| | reachable | 18.3 | 25 | | readable | 2 | 25 | | actionable | 6 | 15 (action_test pending) | | cited | 0 | 0 (probes pending) | ## Agent readiness (Cloudflare criteria) Level 0 of 5: Not Ready. Cloudflare's report: https://isitagentready.com/thaipastry.com - 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 Methodology: https://directindex.org/methodology ยท Rescan: https://directindex.org/scan?url=thaipastry.com&force=1