# LMNO: Agent-Direct Score C (66.2%) Site: https://lmnophilly.com Report: https://directindex.org/r/lmnophilly.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.) LMNO is partly visible to agents. An AI assistant can open LMNO's website. It can read what LMNO offers. To book or order, it is sent to Resy, a marketplace. ## Direct links - Order directly: https://order.online/business/lmno-11249637 (through doordash_storefront acting for the business) - Menu: https://lmnophilly.com/menu/ - Phone: 2157707001 - Its menu mentions: vegan options, vegetarian dishes, a children's menu ## Nearby, also direct Places near LMNO that take a booking or an order on their own website, with no marketplace in between. - El Chingon (340 m): https://directindex.org/r/elchingonphilly.com - Sor Ynez (580 m): https://directindex.org/r/sorynez.com - El Camino Real (1.1 km): https://directindex.org/r/elcaminophilly.com - Cantina Dos Segundos (1.4 km): https://directindex.org/r/cantinadossegundos.com - El Capitan Northern Liberties (1.8 km): https://directindex.org/r/whitepages.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. ``` # LMNO > restaurant (mexican) in Philadelphia. Phone 2157707001. ## Book or order directly - Order: https://order.online/business/lmno-11249637 (through doordash_storefront acting for the business) - Menu: https://lmnophilly.com/menu/ ## About - Website: https://lmnophilly.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 doordash_storefront on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 715 of 2075 in Philadelphia. Top 34% 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 | 84% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 86% | yes | | Structured data with address, phone and hours | 67% | no | | Have an llms.txt | 26% | no | Nearest places with a similar menu: Amá (D, 200 m, https://directindex.org/r/amaphl.com); El Chingon (B, 338 m, https://directindex.org/r/elchingonphilly.com); Sor Ynez (B, 583 m, https://directindex.org/r/sorynez.com); Sancho Pistola's (F, 823 m, https://directindex.org/r/pistolaslife.com); El Camino Real (C, 1134 m, https://directindex.org/r/elcaminophilly.com); Luna Marre (D, 1219 m, https://directindex.org/r/lunamarre.com); Cantina Dos Segundos (B, 1384 m, https://directindex.org/r/cantinadossegundos.com); Azteca's Mexican Grill (C, 1749 m, https://directindex.org/r/aztecamxgrill.com); El Capitan Northern Liberties (B, 1789 m, https://directindex.org/r/whitepages.com); Tacos Texas (C, 1823 m, https://directindex.org/r/tacostexashalal.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 Philadelphia and named 105 places. LMNO wasn't one of them. See who was named: https://directindex.org/city/philadelphia/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 217120 sites); Sites using Resy 67% (44% A or B, 2525 sites); Sites using DoorDash Storefront 71% (58% A or B, 2205 sites); This site 66.2%. See what an AI agent reads on this site: https://directindex.org/r/lmnophilly.com/agent-view ## Businesses like LMNO in Philadelphia | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Philadelphia | 2075 | 50% | 31% | 66.2% | | Sites built with WordPress in Philadelphia | 432 | 62% | 39% | 66.2% | | Sites using Resy in Philadelphia | 121 | 66% | 45% | 66.2% | | Sites built with WordPress and using Resy in Philadelphia | 28 | 64% | 43% | 66.2% | The best of the sites built with WordPress and using Resy in Philadelphia: Yanako (B 84.6%, https://directindex.org/r/theyanako.com); P. J. Clarke's (B 83.1%, https://directindex.org/r/pjclarkes.com); La Llorona Cocina & Mezcaleria (B 81.5%, https://directindex.org/r/lalloronaphilly.com); Bridget Foy's (B 78.5%, https://directindex.org/r/bridgetfoys.com); Cry Baby Pasta (B 78.5%, https://directindex.org/r/crybabypasta.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 57th of 2,075 in Philadelphia, up from 715th. ## The direct record What agents get for LMNO, as JSON: https://directindex.org/api/direct/lmnophilly.com - Book: none on record - Order: https://order.online/business/lmno-11249637 (vendor on own site: DoorDash Storefront; found by the scan of 2026-10-24, not yet tested) - Menu: https://lmnophilly.com/menu/ (html_page; from the scan) - Hours: none on record - Phone: 2157707001 - Stable links that count: https://directindex.org/go/lmnophilly.com/order, https://directindex.org/go/lmnophilly.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, DoorDash Storefront: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. Found one hop past the home page: booking page /reservations/: booking via resy. ## 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/lmnophilly.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/lmnophilly.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/lmnophilly.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=lmnophilly.com&force=1