# Chelsea Place: Agent-Direct Score D (53.8%) Site: http://www.thechelsea.com Report: https://directindex.org/r/thechelsea.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.) Chelsea Place is hard for agents to use. An AI assistant can open Chelsea Place's website. It can read what Chelsea Place offers. To book or order, it is sent to Resy, a marketplace. ## Direct links - Menu: https://www.thechelsea.com/menus-1 - Hours, from OpenStreetMap · Overture Maps: Mo-We 16:00-02:00, Th-Su 13:00-02:00 - Its menu mentions: a lunch or set menu ## Nearby, also direct Places near Chelsea Place that take a booking or an order on their own website, with no marketplace in between. - Last Drop Tavern (70 m): https://directindex.org/r/lastdroptavernsf.com - Golden Gate Tap Room (150 m): https://directindex.org/r/ggtaproom.com ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through resy.** (+12 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. ``` # Chelsea Place > bar or pub in San Francisco cafes and bars. ## Book or order directly - Menu: https://www.thechelsea.com/menus-1 ## Opening hours Mo-We 16:00-02:00, Th-Su 13:00-02:00 ## About - Website: http://www.thechelsea.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. - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Resy works with agents through its partners.** Resy's terms (9 June 2025) bar automated software that crawls, harvests or scrapes the service and require written consent for other automated use; Resy opened bookings inside ChatGPT on 10 August 2026. Terms read on 2026-10-15: https://resy.com/terms. 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 490 of 1053 in San Francisco cafes and bars. Top 47% 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 | 98% | no | | Publish the menu or price list as HTML | 83% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 32% | no | | Have an llms.txt | 25% | no | Nearest places in the index: San Francisco Sports Grill And Bar (C, 27 m, https://directindex.org/r/vintagecourthotel.com); Tunnel Top (D, 55 m, https://directindex.org/r/tunneltop.bar); Bar Maritime (C, 55 m, https://directindex.org/r/eatmaritime.com); Last Drop Tavern (A, 68 m, https://directindex.org/r/lastdroptavernsf.com); Roxanne Cafe (F, 70 m, https://directindex.org/r/roxannescafesf.com); Cafe Mozart (F, 111 m, https://directindex.org/r/cafemozartsf.com); Club Minibar (F, 134 m, https://directindex.org/r/elaginc.com); Starlite (F, 139 m, https://directindex.org/r/lnk.bio); Caffe Espresso (F, 146 m, https://directindex.org/r/caffeespresso.com); Golden Gate Tap Room (D, 153 m, https://directindex.org/r/ggtaproom.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 12 everyday questions about San Francisco cafes and bars and named 66 places. Chelsea Place wasn't one of them. See who was named: https://directindex.org/city/san-francisco-cafes-bars/recommended Compared with its peers: Sites built with Squarespace 61% (41% A or B, 33756 sites); Sites using Resy 67% (44% A or B, 2836 sites); This site 53.8%. See what an AI agent reads on this site: https://directindex.org/r/thechelsea.com/agent-view ## Businesses like Chelsea Place in San Francisco cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in San Francisco cafes and bars | 1053 | 48% | 24% | 53.8% | | Sites built with Squarespace in San Francisco cafes and bars | 239 | 66% | 42% | 53.8% | | Sites using Resy in San Francisco cafes and bars | 15 | 71% | 53% | 53.8% | | Sites built with Squarespace and using Resy in San Francisco cafes and bars | 9 | 71% | 56% | 53.8% | The best of the sites built with Squarespace and using Resy in San Francisco cafes and bars: Left Door (A 85%, https://directindex.org/r/leftdoor.com); Harrington's Bar & Grill (B 81.5%, https://directindex.org/r/harringtonssf.com); Arcana (B 78.8%, https://directindex.org/r/arcanasf.com); Cavaña (B 73.8%, https://directindex.org/r/cavanasf.com); The Snug (B 73.8%, https://directindex.org/r/thesnugsf.com). With the two fixes above (No structured data for the business; Booking only through resy), the score would be about 95.4%. That would be 6th of 1,053 in San Francisco cafes and bars, up from 490th. ## The direct record What agents get for Chelsea Place, as JSON: https://directindex.org/api/direct/thechelsea.com - Book: none on record - Order: none on record - Menu: https://www.thechelsea.com/menus-1 (html_page; from the scan) - Hours: Mo-We 16:00-02:00, Th-Su 13:00-02:00 (from OpenStreetMap) - Phone: none on record - Stable links that count: https://directindex.org/go/thechelsea.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, Resy: Through partners. Resy's terms (9 June 2025) bar automated software that crawls, harvests or scrapes the service and require written consent for other automated use; Resy opened bookings inside ChatGPT on 10 August 2026. Read 2026-10-15: https://resy.com/terms ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 7 | 25 | | Actionable | 3 | 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/thechelsea.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: no Keep watching this business (https://directindex.org/r/thechelsea.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/thechelsea.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=thechelsea.com&force=1