# Thanh Long: Agent-Direct Score B (78.5%) Site: http://www.thanhlongsf.com Report: https://directindex.org/r/thanhlongsf.com Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Thanh Long is mostly ready for agents. An AI assistant can open Thanh Long's website. It can read what Thanh Long offers. To book or order, it is sent to OpenTable, a marketplace. ## Direct links - Order directly: https://order.toasttab.com/online/thanh-long-restaurant-4101-judah-st (through toast acting for the business) - Menu: https://www.thanhlongsf.com/menu - Phone: +14156651146 - Address: Judah Street 4101 ## Nearby, also direct Places near Thanh Long that take a booking or an order on their own website, with no marketplace in between. - Gao Viet Kitchen (2.5 km): https://directindex.org/r/gaovietkitchen.com - Pho Huynh Hiep 2 - Kevin's Noodle House (2.5 km): https://directindex.org/r/kevinsnoodlehouse.com - PPQ (Phở Phú Quốc) Beef Noodle House (2.5 km): https://directindex.org/r/ppqbeefnoodlehouse.com - Pho Ga (2.6 km): https://directindex.org/r/orderphoga.com - PPQ Dungeness Island (3.1 km): https://directindex.org/r/ppqcrab.com ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through opentable.** (+5 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 - **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. ``` # Thanh Long > restaurant (vietnamese) in Judah Street 4101, San Francisco. Phone +14156651146. ## Book or order directly - Order: https://order.toasttab.com/online/thanh-long-restaurant-4101-judah-st (through toast acting for the business) - Menu: https://www.thanhlongsf.com/menu ## About - Website: http://www.thanhlongsf.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 main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (LocalBusiness).** no address, phone or hours in it - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours. - **Toast works with agents through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. 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 477 of 2392 in San Francisco. Top 20% 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% | yes | | Publish the menu or price list as HTML | 89% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 55% | no | | Have an llms.txt | 25% | no | Nearest places with a similar menu: Pho Recipe (F, 1556 m, https://directindex.org/r/phorecipesf.com); Quê Huong Vietnamese Deli (C, 2231 m, https://directindex.org/r/menupages.com); Saigon BBQ Noodle House (F, 2417 m, https://directindex.org/r/sbnoodlehouse.com); Gao Viet Kitchen (B, 2458 m, https://directindex.org/r/gaovietkitchen.com); Pho Huynh Hiep 2 - Kevin's Noodle House (B, 2511 m, https://directindex.org/r/kevinsnoodlehouse.com); PPQ (Phở Phú Quốc) Beef Noodle House (A, 2533 m, https://directindex.org/r/ppqbeefnoodlehouse.com); Pho Ga (B, 2572 m, https://directindex.org/r/orderphoga.com); PPQ Dungeness Island (B, 3051 m, https://directindex.org/r/ppqcrab.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 San Francisco and named 113 places. Thanh Long wasn't one of them. See who was named: https://directindex.org/city/san-francisco/recommended Compared with its peers: Sites built with Squarespace 61% (41% A or B, 32150 sites); Sites using OpenTable 69% (51% A or B, 6152 sites); Sites using Toast 73% (62% A or B, 6097 sites); This site 78.5%. See what an AI agent reads on this site: https://directindex.org/r/thanhlongsf.com/agent-view ## Businesses like Thanh Long in San Francisco | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in San Francisco | 2392 | 49% | 32% | 78.5% | | Sites built with Squarespace in San Francisco | 347 | 71% | 57% | 78.5% | | Sites using OpenTable in San Francisco | 142 | 70% | 54% | 78.5% | | Sites built with Squarespace and using OpenTable in San Francisco | 52 | 70% | 52% | 78.5% | The best of the sites built with Squarespace and using OpenTable in San Francisco: Fermentation Lab Mid-market (A 89.2%, https://directindex.org/r/fermlabsf.com); Le Soleil (A 89.2%, https://directindex.org/r/lesoleilsf.com); Aliment (A 86.2%, https://directindex.org/r/alimentsf.com); Cha Cha Cha (A 86.2%, https://directindex.org/r/chachachasf.com); Terzo (A 86.2%, https://directindex.org/r/terzosf.com). With the two fixes above (Structured data is incomplete; Booking only through opentable), the score would be about 95.4%. That would be 42nd of 2,392 in San Francisco, up from 477th. ## The direct record What agents get for Thanh Long, as JSON: https://directindex.org/api/direct/thanhlongsf.com - Book: none on record - Order: https://order.toasttab.com/online/thanh-long-restaurant-4101-judah-st (vendor on own site: Toast; found by the scan of 2026-10-24, not yet tested) - Menu: https://www.thanhlongsf.com/menu (html_page; from the scan) - Hours: none on record - Phone: +14156651146 - Stable links that count: https://directindex.org/go/thanhlongsf.com/order, https://directindex.org/go/thanhlongsf.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 (Toast): yes - Vendor terms for agents, Toast: Through partners. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 25 | | Actionable | 10 | 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/thanhlongsf.com - 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/thanhlongsf.com/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/thanhlongsf.com/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=thanhlongsf.com&force=1