# Pembe Yalı Restaurant: Agent-Direct Score C (56.9%) Site: http://www.pembeyali.com/ Report: https://directindex.org/r/pembeyali.com Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Pembe Yalı Restaurant is partly visible to agents. An AI assistant can open Pembe Yalı Restaurant's website. What Pembe Yalı Restaurant offers is in a PDF or an image, and assistants read those badly. It finds a phone number, but no link to book or order online. ## Direct links - Menu: http://www.pembeyali.com/menu/pembeyalimenu.pdf - Phone: +902163080051 - Address: Toplarönü Sk No:4/1, 34810, Beykoz - Languages: English, Turkish ## Nearby, also direct Places near Pembe Yalı Restaurant that take a booking or an order on their own website, with no marketplace in between. - Hisar Balıkçısı (130 m): https://directindex.org/r/hisarbalikcisi.com.tr ## What to fix first - **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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. ``` # Pembe Yalı Restaurant > organization in Toplarönü Sk No:4/1, 34810, Beykoz, Istanbul. Phone +902163080051. ## Book or order directly - Menu: http://www.pembeyali.com/menu/pembeyalimenu.pdf ## About - Website: http://www.pembeyali.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. - **Structured data found (Organization).** no address, phone or hours in it ## Where it stands 638 of 2321 in Istanbul. Top 27% 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 | 81% | no | | Publish the menu or price list as HTML | 79% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 88% | yes | | Structured data with address, phone and hours | 41% | no | | Have an llms.txt | 27% | no | Nearest places in the index: Set Deck Restaurant (F, 95 m, https://directindex.org/r/setguverterestaurant.com); puboldfortt (D, 106 m, https://directindex.org/r/puboldfort.com); Hisar Balıkçısı (C, 129 m, https://directindex.org/r/hisarbalikcisi.com.tr); Nart Cafe & Restaurant (C, 144 m, https://directindex.org/r/mekanlar.com); Buselik Meyhane - Anadolu Hisarı (F, 159 m, https://directindex.org/r/buselikmeyhane.com); Sembol Ocakbaşı Bosphorus (F, 165 m, https://directindex.org/r/sembolocakbasi.com.tr); Ghalia Launge (D, 192 m, https://directindex.org/r/ghalia.com.tr); Mürdüm Kebap & Steakhouse (D, 250 m, https://directindex.org/r/murdumkebap.com); Qadraj (D, 876 m, https://directindex.org/r/qadraj.com.tr); Uskumru (D, 944 m, https://directindex.org/r/uskumru.com.tr). ## 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 12 everyday questions about Istanbul and named 65 places. Pembe Yalı Restaurant wasn't one of them. See who was named: https://directindex.org/city/istanbul/recommended Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 56.9%. See what an AI agent reads on this site: https://directindex.org/r/pembeyali.com/agent-view ## Businesses like Pembe Yalı Restaurant in Istanbul | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Istanbul | 2321 | 44% | 14% | 56.9% | | Sites built with WordPress in Istanbul | 675 | 54% | 17% | 56.9% | The best of the sites built with WordPress in Istanbul: Juno (A 100%, https://directindex.org/r/junojuno.com); Kebapçı Tevfik Usta (A 100%, https://directindex.org/r/tevfikusta.com); Panoramic Restaurant (A 100%, https://directindex.org/r/panoramicrestaurant.com); Reşat Efendi (A 100%, https://directindex.org/r/resatefendi.com); Seafront Lounge Rooftop Restaurant (A 100%, https://directindex.org/r/seafrontlounge.com). With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No working HTTPS), the score would be about 90.8%. That would be 39th of 2,321 in Istanbul, up from 638th. ## The direct record What agents get for Pembe Yalı Restaurant, as JSON: https://directindex.org/api/direct/pembeyali.com - Book: none on record - Order: none on record - Menu: http://www.pembeyali.com/menu/pembeyalimenu.pdf (pdf; from the scan) - Hours: none on record - Phone: +902163080051 - Stable links that count: https://directindex.org/go/pembeyali.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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 22 | 25 | | Readable | 13 | 25 | | Actionable | 2 | 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/pembeyali.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: yes Keep watching this business (https://directindex.org/r/pembeyali.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/pembeyali.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=pembeyali.com&force=1