# Luna Oaxaca: Agent-Direct Score C (66.2%) Site: http://lunaoaxaca.com/ Report: https://directindex.org/r/lunaoaxaca.com Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Luna Oaxaca is partly visible to agents. An AI assistant can open Luna Oaxaca's website. It can read what Luna Oaxaca offers. To book or order, it is sent to Resy, a marketplace. ## Direct links - Order directly: https://order.toasttab.com/online/sol-oaxaca-cross-keys-2-village-square-suite-195?source=pop_up&spot_id=436821&destination=order&promotion=order_online (through toast acting for the business) - Menu: https://lunaoaxaca.com/baltimore-village-of-cross-keys-luna-oaxaca-food-menu-910152 - Phone: +14106170510 - Address: 1 Village Square Ste 195, Baltimore 21210 - Its menu mentions: vegetarian dishes ## Nearby, also direct Places near Luna Oaxaca that take a booking or an order on their own website, with no marketplace in between. - Belvedere Towers Cafe (840 m): https://directindex.org/r/belvederetowercafe.com - Johnny's (1.1 km): https://directindex.org/r/johnnysdownstairs.com - Mt. Washington Pizza & Subs & Indian Cuisine (1.3 km): https://directindex.org/r/mtwashingtonpizzansubs.com ## What to fix first - **No structured data for the business.** (+14 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). 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.** (+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. ``` # Luna Oaxaca > local business (mexican) in 1 Village Square Ste 195, Baltimore 21210, Baltimore. Phone +14106170510. ## Book or order directly - Order: https://order.toasttab.com/online/sol-oaxaca-cross-keys-2-village-square-suite-195?source=pop_up&spot_id=436821&destination=order&promotion=order_online (through toast acting for the business) - Menu: https://lunaoaxaca.com/baltimore-village-of-cross-keys-luna-oaxaca-food-menu-910152 ## About - Website: http://lunaoaxaca.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 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 372 of 873 in Baltimore. Top 43% 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 | 90% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 92% | yes | | Structured data with address, phone and hours | 65% | no | | Have an llms.txt | 34% | no | Nearest places in the index: Donna's (F, 34 m, https://directindex.org/r/donnas.com); Cece's Roland Park (B, 87 m, https://directindex.org/r/cecesrolandpark.com); Nine Tailed Fox (B, 134 m, https://directindex.org/r/ninetailedfoxbalt.com); Crossroads Restaurant (D, 143 m, https://directindex.org/r/weebly.com); Belvedere Towers Cafe (C, 837 m, https://directindex.org/r/belvederetowercafe.com); Johnny's (C, 1059 m, https://directindex.org/r/johnnysdownstairs.com); Petit Louis (C, 1087 m, https://directindex.org/r/petitlouis.com); Kabab Stop (F, 1107 m, https://directindex.org/r/kabab-stop.com); Fleischmann's Vinegar (F, 1111 m, https://directindex.org/r/breadworld.com); Mt. Washington Pizza & Subs & Indian Cuisine (A, 1306 m, https://directindex.org/r/mtwashingtonpizzansubs.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 Baltimore and named 91 places. Luna Oaxaca wasn't one of them. See who was named: https://directindex.org/city/baltimore/recommended Compared with its peers: Sites using Resy 67% (45% A or B, 2970 sites); Sites using Toast 73% (62% A or B, 7521 sites); This site 66.2%. See what an AI agent reads on this site: https://directindex.org/r/lunaoaxaca.com/agent-view ## Businesses like Luna Oaxaca in Baltimore | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Baltimore | 873 | 55% | 38% | 66.2% | | Sites using Resy in Baltimore | 30 | 65% | 43% | 66.2% | The best of the sites using Resy in Baltimore: The Point In Fells (A 88.8%, https://directindex.org/r/thepointfells.com); Alma Cocina Latina (A 86.2%, https://directindex.org/r/almacocinalatina.com); Facci (A 86.2%, https://directindex.org/r/faccirestaurant.com); The Urban Oyster (A 86.2%, https://directindex.org/r/theurbanoyster.com); Oleum (B 83.1%, https://directindex.org/r/oleumkitchen.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 29th of 873 in Baltimore, up from 372nd. ## The direct record What agents get for Luna Oaxaca, as JSON: https://directindex.org/api/direct/lunaoaxaca.com - Book: none on record - Order: https://order.toasttab.com/online/sol-oaxaca-cross-keys-2-village-square-suite-195?source=pop_up&spot_id=436821&destination=order&promotion=order_online (vendor on own site: Toast; found by the scan of 2026-11-13, not yet tested) - Menu: https://lunaoaxaca.com/baltimore-village-of-cross-keys-luna-oaxaca-food-menu-910152 (html_page; from the scan) - Hours: none on record - Phone: +14106170510 - Stable links that count: https://directindex.org/go/lunaoaxaca.com/order, https://directindex.org/go/lunaoaxaca.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/ Found one hop past the home page: menu page /baltimore-village-of-cross-keys-luna-oaxaca-food-menu-910152: 32 prices. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 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/lunaoaxaca.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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/lunaoaxaca.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/lunaoaxaca.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=lunaoaxaca.com&force=1