# Lutong Pinoy Filipino Cuisine: Agent-Direct Score C (56.9%) Site: https://lutongpinoyfilipinocuisine.com Report: https://directindex.org/r/lutongpinoyfilipinocuisine.com Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Lutong Pinoy Filipino Cuisine is partly visible to agents. An AI assistant can open the website of Lutong Pinoy Filipino Cuisine. What Lutong Pinoy Filipino Cuisine offers is in a PDF or an image, which assistants read poorly. It finds a way to book or order directly, through Clover. ## Direct links - Order directly: https://www.clover.com/online-ordering/lutong-pinoy-2-pembroke-pines (through clover acting for the business) - Phone: 13054540135 ## 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). 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 - **Menu or price list is an image.** (+6 points) Agents cannot read it. Publish it as text. Guide: https://directindex.org/guides/menu-pdf-ai - **Clover's terms bar bots and automated use; a direct form on your own site has no such limit.** (+5 points) Clover's consumer app terms (8 June 2023, section 3.5), linked from its online ordering pages, bar any deep-link, robot, spider or other device or process to access, copy or monitor the site or app, and bar the use of buying agents; no agent programme was found. Read 2026-10-15: https://www.clover.com/consumer/terms. An agent that books or orders there acts outside the vendor's terms unless the vendor permits it; a form or booking page on your own domain has no such limit. 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 - **The phone on the site is not the one the open data lists.** The site shows +19544352772; OpenStreetMap or Overture Maps lists 13054540135. An assistant that sees two different numbers does not know which to trust. Correct the wrong one: the site, or the map data at openstreetmap.org. ## 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. ``` # Lutong Pinoy Filipino Cuisine > local business (filipino) in 17048 W Dixie Hwy, 33160-3723, North Miami Beach, Miami. Phone 13054540135. ## Book or order directly - Order: https://www.clover.com/online-ordering/lutong-pinoy-2-pembroke-pines (through clover acting for the business) - Menu: https://lutongpinoyfilipinocuisine.com/OnlineMenu/onlinemenu.jpg ## About - Website: https://lutongpinoyfilipinocuisine.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. - **Ordering through clover on your own domain.** No marketplace commission, and the guest stays yours. ## Where it stands 1494 of 2979 in Miami. Top 50% 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 | 97% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes | | Structured data with address, phone and hours | 68% | no | | Have an llms.txt | 44% | no | Nearest places in the index: Al Chile Taco Bar (C, 75 m, https://directindex.org/r/alchiletacobar.com); Lo De Thomy Market (F, 154 m, https://directindex.org/r/google.es); UMA Cantina Peruana (C, 527 m, https://directindex.org/r/umacantinaperuana.com); Area Code 55 Brazilian Steakhouse (B, 578 m, https://directindex.org/r/areacode55.com); Houston's (D, 599 m, https://directindex.org/r/houstons.com); MC Latinos Restaurant (F, 872 m, https://directindex.org/r/abuelaskitchenmiami.com); Aji Carbon (F, 927 m, https://directindex.org/r/ajicarbonrestaurant.com); From Scratch Group Llc (F, 936 m, https://directindex.org/r/fromscratchproductions.com); Blue Marlin Fish House (F, 938 m, https://directindex.org/r/thebluemarlinfishhouse.com); Grill Time (F, 987 m, https://directindex.org/r/grilltime.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. Asked 12 everyday questions about Miami, the assistants named 65 places; Lutong Pinoy Filipino Cuisine was not among them. See who was named: https://directindex.org/city/miami/recommended Against its peers: Sites using Clover 65% (43% A or B, 187 sites); This site 56.9%. See what an AI agent reads on this site: https://directindex.org/r/lutongpinoyfilipinocuisine.com/agent-view ## Businesses like Lutong Pinoy Filipino Cuisine in Miami | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Miami | 2979 | 54% | 35% | 56.9% | | Sites using Clover in Miami | 17 | 72% | 65% | 56.9% | The best of the sites using Clover in Miami: JJ's Cuisine (A 90.8%, https://directindex.org/r/jjscuisine.com); Panizza Bistro (A 90.8%, https://directindex.org/r/panizzabistro.com); OG's Pizza Joint (A 87.7%, https://directindex.org/r/ogspizzajoint.com); Pa' Comer Cuban Pizza (B 84.6%, https://directindex.org/r/pacomercubanpizza.com); The B100M (The Bloom) (B 83.1%, https://directindex.org/r/theb100m.com). With the three fixes above (No structured data for the business; Menu or price list is an image; Clover's terms bar bots and automated use; a direct form on your own site has no such limit) the score would be about 95.4%: 132nd of 2,979 in Miami, up from 1494th. ## The direct record What agents get for Lutong Pinoy Filipino Cuisine, as JSON: https://directindex.org/api/direct/lutongpinoyfilipinocuisine.com - Book: none on record - Order: https://www.clover.com/online-ordering/lutong-pinoy-2-pembroke-pines (vendor on own site: Clover; found by the scan of 2026-10-17, not yet tested) - Menu: https://lutongpinoyfilipinocuisine.com/OnlineMenu/onlinemenu.jpg (image; from the scan) - Hours: none on record - Phone: 13054540135 - Stable links that count: https://directindex.org/go/lutongpinoyfilipinocuisine.com/order, https://directindex.org/go/lutongpinoyfilipinocuisine.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, Clover: No. Clover's consumer app terms (8 June 2023, section 3.5), linked from its online ordering pages, bar any deep-link, robot, spider or other device or process to access, copy or monitor the site or app, and bar the use of buying agents; no agent programme was found. Read 2026-10-15: https://www.clover.com/consumer/terms ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 2 | 25 | | Actionable | 10 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/lutongpinoyfilipinocuisine.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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/lutongpinoyfilipinocuisine.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/lutongpinoyfilipinocuisine.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=lutongpinoyfilipinocuisine.com&force=1