# Cafe Vanille: Agent-Direct Score B (73.8%) Site: http://frenchmemories.com Report: https://directindex.org/r/frenchmemories.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Cafe Vanille is mostly ready for agents. An AI assistant can open Cafe Vanille's website. It can read what Cafe Vanille offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://frenchmemories.com/onlineorders (on the business's own site) - Menu: https://frenchmemories.com/menu - Phone: (617) 523-9200 - Address: 70 Charles St, 02114, Boston - Its menu mentions: vegetarian dishes ## Nearby, also direct Places near Cafe Vanille that take a booking or an order on their own website, with no marketplace in between. - A Sanctuary Cafe (40 m): https://directindex.org/r/asanctuarycafe.com - Cheers Beacon Hill (230 m): https://directindex.org/r/cheersboston.com - Blank Street Coffee (390 m): https://directindex.org/r/blankstreet.com ## What to fix first - **No structured data for the business.** (+14 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 - **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. ``` # Cafe Vanille > local business in 70 Charles St, 02114, Boston, Boston cafes and bars. Phone (617) 523-9200. ## Book or order directly - Order: https://frenchmemories.com/onlineorders (on the business's own site) - Menu: https://frenchmemories.com/menu ## About - Website: http://frenchmemories.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. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 117 of 484 in Boston cafes and bars. Top 24% 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 | 96% | yes | | Publish the menu or price list as HTML | 96% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 45% | no | | Have an llms.txt | 29% | no | Nearest places in the index: Beacon Hill Books & Cafe (F, 36 m, https://directindex.org/r/bhbooks.com); A Sanctuary Cafe (A, 39 m, https://directindex.org/r/asanctuarycafe.com); Beacon Hill Bistro (C, 125 m, https://directindex.org/r/beaconhillhotel.com); Cheers Beacon Hill (B, 226 m, https://directindex.org/r/cheersboston.com); Blank Street Coffee (B, 393 m, https://directindex.org/r/blankstreet.com); Alibi (B, 446 m, https://directindex.org/r/alibiboston.com); Gong Cha (F, 516 m, https://directindex.org/r/gongchausa.com); Banners Kitchen & Tap (D, 559 m, https://directindex.org/r/bannerskitchenandtap.com); The Street Bar (B, 570 m, https://directindex.org/r/thenewburyboston.com); Bon! (D, 621 m, https://directindex.org/r/bonspecialtycoffee.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 Boston cafes and bars and named 53 places. Cafe Vanille wasn't one of them. See who was named: https://directindex.org/city/boston-cafes-bars/recommended See what an AI agent reads on this site: https://directindex.org/r/frenchmemories.com/agent-view ## Businesses like Cafe Vanille in Boston cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Boston cafes and bars | 484 | 52% | 32% | 73.8% | The best of the businesses of the same kind in Boston cafes and bars: Rooftop at The Envoy (A 100%, https://directindex.org/r/envoyrooftop.com); Wicked Craft Co. (A 100%, https://directindex.org/r/wickedcraftco.com); Anna's Cafe (A 96.9%, https://directindex.org/r/annascafema.com); Dudley Cafe (A 96.9%, https://directindex.org/r/dudleycafe.com); Warehouse Kitchen and Sports Bar (A 96.3%, https://directindex.org/r/thewarehouseboston.com). With the fix above (No structured data for the business), the score would be about 95.4%. That would be 6th of 484 in Boston cafes and bars, up from 117th. ## The direct record What agents get for Cafe Vanille, as JSON: https://directindex.org/api/direct/frenchmemories.com - Book: none on record - Order: https://frenchmemories.com/onlineorders (own site; found by the scan of 2026-10-23, not yet tested) - Menu: https://frenchmemories.com/menu (html_page; from the scan) - Hours: none on record - Phone: (617) 523-9200 - Stable links that count: https://directindex.org/go/frenchmemories.com/order, https://directindex.org/go/frenchmemories.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 Found one hop past the home page: booking page /onlineorders: ordering via toast. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 15 | 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/frenchmemories.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/frenchmemories.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/frenchmemories.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 ยท Rescan now: https://directindex.org/scan?url=frenchmemories.com&force=1