# Pinto Bistro Thai & Sushi Bar: Agent-Direct Score B (72.3%) Site: http://www.pintothaibistro.com/ Report: https://directindex.org/r/pintothaibistro.com Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Pinto Bistro Thai & Sushi Bar is mostly ready for agents. An AI assistant can open the website of Pinto Bistro Thai & Sushi Bar. It can read what Pinto Bistro Thai & Sushi Bar offers. To book or order, it is sent to Grubhub, a marketplace. ## Direct links - Menu: http://www.pintothaibistro.com/menu - Phone: +1-206-724-0559 ## What to fix first - **Ordering only through grubhub.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **No working HTTPS.** (+3 points) The page is only served over plain http. Agents and browsers downrank or refuse it. - **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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 (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Pinto Bistro Thai & Sushi Bar > restaurant (thai) in Broadway East 408 98102 Seattle, Seattle. Phone +1-206-724-0559. ## Book or order directly - Menu: http://www.pintothaibistro.com/menu ## About - Website: http://www.pintothaibistro.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.** No rule blocks the key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Structured data present (Restaurant).** address, phone - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **Grubhub works with agents through its partners.** Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Read 2026-10-15: https://www.grubhub.com/legal/terms-of-use. An assistant that is not a partner may not finish the step there; a direct path on your own domain works for all of them. ## Since the scan of 2026-10-14 (F then) - Fixed: The site could not be read at all - New: No working HTTPS; Structured data was incomplete; Ordering only through a marketplace; No llms.txt ## Where it stands 314 of 874 in Seattle. Top 36% of the sites scanned in this index. | What the top tenth 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 | 99% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 97% | yes | | Structured data with address, phone and hours | 51% | no | | Have an llms.txt | 11% | no | Nearest places with a similar menu: Rom Mai Thai (D, 273 m, https://directindex.org/r/rommaithai.com); Morfire (B, 569 m, https://directindex.org/r/morfireseattle.com); Jamjuree (D, 604 m, https://directindex.org/r/jamjuree.com); Bites of Bangkok (C, 620 m, https://directindex.org/r/bitesofbangkok.com); Manao (B, 848 m, https://directindex.org/r/manaoseattle.com); Kati Vegan Thai (F, 954 m, https://directindex.org/r/kativeganthai.com); Bai Tong Thai Street Cafe (F, 962 m, https://directindex.org/r/baitongthaistreetcafe.com); Fern (B, 1026 m, https://directindex.org/r/fernthaioncaphill.com); 8 Ping Yang (B, 1157 m, https://directindex.org/r/8pingyang.com); Panwa Thai (D, 1434 m, https://directindex.org/r/panwathai.com). ## What assistants answer Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included. Against its peers: Sites using Grubhub 64% (42% A or B, 165 sites); This site 72.3%. See what an AI agent reads on this site: https://directindex.org/r/pintothaibistro.com/agent-view ## Businesses like Pinto Bistro Thai & Sushi Bar in Seattle | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Seattle | 874 | 54% | 38% | 72.3% | | Sites using Grubhub in Seattle | 4 | 61% | 50% | 72.3% | The best of the sites using Grubhub in Seattle: El Farol Mexican (B 72.3%, https://directindex.org/r/elfarolseattle.com); El Taco Loco (C 55.4%, https://directindex.org/r/eltacolocoballard.com); Son of a Butcher (D 44.6%, https://directindex.org/r/sobseattle.com). With the three fixes above (Ordering only through grubhub; No working HTTPS; Structured data is incomplete) the score would be about 100%: first of 874 in Seattle. ## The direct record What agents get for Pinto Bistro Thai & Sushi Bar, as JSON: https://directindex.org/api/direct/pintothaibistro.com - Book: none on record - Order: none on record - Menu: http://www.pintothaibistro.com/menu (html_page; from the scan) - Hours: none on record - Phone: +1-206-724-0559 - Stable links that count: https://directindex.org/go/pintothaibistro.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 - Vendor terms for agents, Grubhub: Through partners. Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Read 2026-10-15: https://www.grubhub.com/legal/terms-of-use Found one hop past the home page: menu page /menu: 527 menu items in JSON-LD. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 22 | 25 | | Readable | 22 | 25 | | Actionable | 3 | 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/pintothaibistro.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: 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/pintothaibistro.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/pintothaibistro.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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 ยท Rescan now: https://directindex.org/scan?url=pintothaibistro.com&force=1