# Penrose Diner: Agent-Direct Score D (46.2%) Site: http://www.penrosediner.com/ Report: https://directindex.org/r/penrosediner.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.) Penrose Diner is hard for agents to use. An AI assistant can open Penrose Diner's website. What Penrose Diner offers is in a PDF or an image, and assistants read those badly. To book or order, it is sent to Grubhub, a marketplace. ## Direct links - Menu: http://www.penrosediner.com/wp-content/uploads/2026/10/PENROSE-BRUNCH-MENU-OUT.pdf - Phone: +12154651097 - Address: 2016 Penrose Ave, 19145, Philadelphia ## Nearby, also direct Places near Penrose Diner that take a booking or an order on their own website, with no marketplace in between. - Enjoyabowl (300 m): https://directindex.org/r/enjoyabowlllc3.com - Asian Palace (670 m): https://directindex.org/r/asianpalacepa.com - Skinny Joey's Cheesesteaks (850 m): https://directindex.org/r/theskinnypodcast.com - Krispy Krunchy Chicken Eastern Penn (1.1 km): https://directindex.org/r/krispykrunchy.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 - **Ordering only through grubhub.** (+12 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/online-ordering-without-delivery-apps - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai - **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. ``` # Penrose Diner > local business in 2016 Penrose Ave, 19145, Philadelphia, Philadelphia. Phone +12154651097. ## Book or order directly - Menu: http://www.penrosediner.com/wp-content/uploads/2026/10/PENROSE-BRUNCH-MENU-OUT.pdf ## About - Website: http://www.penrosediner.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. - **Grubhub works with agents through its partners.** Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Terms read on 2026-10-15: https://www.grubhub.com/legal/terms-of-use. 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 1271 of 2163 in Philadelphia. Top 59% 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% | no | | Publish the menu or price list as HTML | 85% | no | | 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 in the index: Popi's (F, 89 m, https://directindex.org/r/popisrestaurant.com); Enjoyabowl (A, 303 m, https://directindex.org/r/enjoyabowlllc3.com); Nitty's Tavern (B, 584 m, https://directindex.org/r/nittystavernmenu.com); Celebre Pizzeria (F, 637 m, https://directindex.org/r/celebrespizza.com); Asian Palace (A, 673 m, https://directindex.org/r/asianpalacepa.com); Skinny Joey's Cheesesteaks (F, 848 m, https://directindex.org/r/theskinnypodcast.com); Saffron Patch - Authentic Indian Restaurant In South Philly (D, 975 m, https://directindex.org/r/saffronpatchphilly.com); Cask And Mouse Llc (D, 1076 m, https://directindex.org/r/taproomon19th.com); Krispy Krunchy Chicken Eastern Penn (A, 1095 m, https://directindex.org/r/krispykrunchy.com); Heavy Metal Sausage Co. (C, 1147 m, https://directindex.org/r/heavymetalsausage.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. Penrose Diner 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, 224455 sites); Sites using Grubhub 66% (52% A or B, 514 sites); This site 46.2%. See what an AI agent reads on this site: https://directindex.org/r/penrosediner.com/agent-view ## Businesses like Penrose Diner in Philadelphia | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Philadelphia | 2163 | 50% | 32% | 46.2% | | Sites built with WordPress in Philadelphia | 453 | 61% | 39% | 46.2% | | Sites using Grubhub in Philadelphia | 21 | 61% | 43% | 46.2% | | Sites built with WordPress and using Grubhub in Philadelphia | 10 | 56% | 30% | 46.2% | The best of the sites built with WordPress and using Grubhub in Philadelphia: La Llorona Cocina & Mezcaleria (B 81.5%, https://directindex.org/r/lalloronaphilly.com); The New Deck Tavern (B 78.5%, https://directindex.org/r/newdecktavern.com); Fitz on 4th (B 77.5%, https://directindex.org/r/fitzon4th.com); New London Pizza & Restaurant (D 53.8%, https://directindex.org/r/newlondonfrankford.com); Adelinas Restaurant & Bar (D 50.8%, https://directindex.org/r/adelinasitalian.com). With the three fixes above (No structured data for the business; Ordering only through grubhub; No working HTTPS), the score would be about 90.8%. That would be 112th of 2,163 in Philadelphia, up from 1271st. ## The direct record What agents get for Penrose Diner, as JSON: https://directindex.org/api/direct/penrosediner.com - Book: none on record - Order: none on record - Menu: http://www.penrosediner.com/wp-content/uploads/2026/10/PENROSE-BRUNCH-MENU-OUT.pdf (pdf; from the scan) - Hours: none on record - Phone: +12154651097 - Stable links that count: https://directindex.org/go/penrosediner.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, Grubhub: Through partners. Grubhub's terms of use (17 December 2024) bar access with any robot, spider, crawler or automated process; since June 2026 Alexa+ users can browse, build an order and check out through Grubhub by voice. Read 2026-10-15: https://www.grubhub.com/legal/terms-of-use ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 22 | 25 | | Readable | 5 | 25 | | Actionable | 3 | 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/penrosediner.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/penrosediner.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/penrosediner.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=penrosediner.com&force=1