# Rosa Mexicano: Agent-Direct Score B (72.3%) Site: https://rosamexicano.com/ Report: https://directindex.org/r/rosamexicano.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.) Rosa Mexicano is mostly ready for agents. ## Direct links - Order directly: https://rosamexicano.com/order-online/ (on the business's own site) - Menu: https://rosamexicano.com/menus/ - Phone: +1 617 476 6122 ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). It is the one block every assistant reads first; the fix kit below has it filled in. 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. ``` # Rosa Mexicano > restaurant in Seaport Boulevard 155, Boston. Phone +1 617 476 6122. ## Book or order directly - Order: https://rosamexicano.com/order-online/ (on the business's own site) - Menu: https://rosamexicano.com/menus/ ## About - Website: https://rosamexicano.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. - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **Ordering on your own site.** Agents can order without a marketplace in the loop. ## Where it stands 325 of 834 in Boston. Top 39% 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: Borrachito (B, 75 m, https://directindex.org/r/borrachito.com); Maple & Ash (C, 121 m, https://directindex.org/r/mapleandash.com); Morton's The Steakhouse (B, 192 m, https://directindex.org/r/mortons.com); Eddie Merlot's (A, 261 m, https://directindex.org/r/eddiemerlots.com); YōKi Express (D, 279 m, https://directindex.org/r/yokiexpress.com); Madras Dosa Company (B, 280 m, https://directindex.org/r/madrasdosaco.com); Del Frisco's Double Eagle Steakhouse (B, 370 m, https://directindex.org/r/delfriscos.com); Row 34 (A, 398 m, https://directindex.org/r/row34.com); M.J. O'Connor's (A, 402 m, https://directindex.org/r/mjoconnors.com); Trillium Brewing (B, 458 m, https://directindex.org/r/trilliumbrewing.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); This site 72.3%. See what an AI agent reads on this site: https://directindex.org/r/rosamexicano.com/agent-view ## Businesses like Rosa Mexicano in Boston | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in Boston | 834 | 53% | 41% | 72.3% | | Built with WordPress in Boston | 149 | 69% | 50% | 72.3% | The best of Built with WordPress in Boston: Fogo de Chão (A 100%, https://directindex.org/r/fogodechao.com); Eddie Merlot's (A 96.3%, https://directindex.org/r/eddiemerlots.com); Ostra (A 96.3%, https://directindex.org/r/ostraboston.com); Sorellina (A 96.3%, https://directindex.org/r/sorellinaboston.com); Chick-fil-A (A 95.4%, https://directindex.org/r/chick-fil-a.com). With the fix above (No structured data for the business) the score would be about 95.4%: 16th of 834 in Boston, up from 325th. This site appears in 2 cities (2 places on rosamexicano.com). https://directindex.org/brand/rosamexicano.com ## The direct record What agents get for Rosa Mexicano, as JSON: https://directindex.org/api/direct/rosamexicano.com - Book: none on record - Order: https://rosamexicano.com/order-online/ (own site; found by the scan of 2026-10-14, not yet tested) - Menu: https://rosamexicano.com/menus/ (html_page; from the scan) - Hours: none on record - Phone: +1 617 476 6122 - Stable links that count: https://directindex.org/go/rosamexicano.com/order, https://directindex.org/go/rosamexicano.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 Not measured at this scan; the next scan measures it. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 7 | 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/rosamexicano.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 Deep report: https://directindex.org/r/rosamexicano.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=rosamexicano.com&force=1