# Roza Lyons: Agent-Direct Score B (78.5%) Site: https://rozalyons.com Report: https://directindex.org/r/rozalyons.com Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Roza Lyons is mostly ready for agents. ## Direct links - Order directly: https://order.toasttab.com/egiftcards/roza-lyons-709-e-broadway (through toast acting for the business) - Menu: https://rozalyons.com/menu/ - Phone: +1-617-902-9333 ## 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 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/book-direct-on-your-own-website - **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. ``` # Roza Lyons > restaurant in East Broadway 709, Boston. Phone +1-617-902-9333. ## Book or order directly - Order: https://order.toasttab.com/egiftcards/roza-lyons-709-e-broadway (through toast acting for the business) - Menu: https://rozalyons.com/menu/ ## About - Website: https://rozalyons.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 (Organization).** but without address, phone or hours - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours. - **Toast lets agents act only 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. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that is not a partner cannot finish the step there; a direct path on your own domain works for all of them. ## Where it stands 220 of 834 in Boston. Top 26% 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% | yes | | Publish the menu or price list as HTML | 98% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes | | Structured data with address, phone and hours | 42% | no | | Have an llms.txt | 18% | no | Nearest places in the index: Petula’s (B, 150 m, https://directindex.org/r/petulasboston.com); Village Pizza & Grill (F, 174 m, https://directindex.org/r/villagesouthboston.com); My Diner (A, 511 m, https://directindex.org/r/mydinerboston.com); Publico (B, 574 m, https://directindex.org/r/publicoboston.com); Fat Baby (B, 754 m, https://directindex.org/r/fatbabysouthboston.com); Capo (A, 819 m, https://directindex.org/r/caposouthboston.com); The Galley Diner (C, 828 m, https://directindex.org/r/thegalleydiner.com); Local 149 (C, 840 m, https://directindex.org/r/local149.com); Lincoln Tavern & Restaurant (A, 865 m, https://directindex.org/r/lincolnsouthboston.com); Chickadee (B, 1093 m, https://directindex.org/r/chickadeerestaurant.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 built with WordPress 58% (29% A or B, 36926 sites); Sites using OpenTable 67% (43% A or B, 1462 sites); Sites using Toast 74% (63% A or B, 1884 sites); This site 78.5%. See what an AI agent reads on this site: https://directindex.org/r/rozalyons.com/agent-view ## Businesses like Roza Lyons in Boston | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in Boston | 834 | 53% | 41% | 78.5% | | Built with WordPress in Boston | 149 | 69% | 50% | 78.5% | | Using OpenTable in Boston | 51 | 77% | 73% | 78.5% | | Built with WordPress and using OpenTable in Boston | 11 | 72% | 55% | 78.5% | The best of Built with WordPress and using OpenTable in Boston: Cafe Landwer (B 80%, https://directindex.org/r/landwercafe.com); Banners Kitchen & Tap (B 78.5%, https://directindex.org/r/bannerskitchenandtap.com); Catalyst (B 78.5%, https://directindex.org/r/catalystrestaurant.com); La Voile (B 76.9%, https://directindex.org/r/lavoilerestaurants.com); Committee (B 73.4%, https://directindex.org/r/committeeboston.com). With the two fixes above (Structured data is incomplete; Booking only through opentable) the score would be about 95.4%: 16th of 834 in Boston, up from 220th. ## The direct record What agents get for Roza Lyons, as JSON: https://directindex.org/api/direct/rozalyons.com - Book: none on record - Order: https://order.toasttab.com/egiftcards/roza-lyons-709-e-broadway (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested) - Menu: https://rozalyons.com/menu/ (html_page; from the scan) - Hours: none on record - Phone: +1-617-902-9333 - Stable links that count: https://directindex.org/go/rozalyons.com/order, https://directindex.org/go/rozalyons.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): not measured - ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured - 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): not measured - Vendor terms for agents, Toast: Partners only. 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/ Not measured at this scan; the next scan measures it. ## 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/rozalyons.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 Deep report: https://directindex.org/r/rozalyons.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off. Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=rozalyons.com&force=1