# Pi On Sunset: Agent-Direct Score B (78.5%) Site: https://www.thepionsunset.com Report: https://directindex.org/r/thepionsunset.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Pi On Sunset is mostly ready for agents. An AI assistant can open Pi On Sunset's website. It can read what Pi On Sunset offers. It finds a way to book or order directly, through ChowNow. ## Direct links - Order directly: http://ordering.chownow.com/order/1666/locations/ (through chownow acting for the business) - Menu: https://thepionsunset.com/hollywood-menu/ - Phone: +18183609993 - Its menu mentions: vegetarian dishes ## Nearby, also direct Places near Pi On Sunset that take a booking or an order on their own website, with no marketplace in between. - Joe's Cafe (140 m): https://directindex.org/r/joescafegh.com - Presto Pasta (180 m): https://directindex.org/r/prestopasta.com - Belgium Waffle Haus (370 m): https://directindex.org/r/belgiumwafflehaus.com - Ali Baba Persian Restaurant (670 m): https://directindex.org/r/alibabapersianrestaurant.com ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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. ``` # Pi On Sunset > restaurant (lebanese) in Los Angeles. Phone +18183609993. ## Book or order directly - Order: http://ordering.chownow.com/order/1666/locations/ (through chownow acting for the business) - Menu: https://thepionsunset.com/hollywood-menu/ ## About - Website: https://www.thepionsunset.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 - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering through chownow on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 816 of 4350 in Los Angeles. Top 19% 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 | 95% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 37% | no | Nearest places in the index: Joe's Cafe (C, 142 m, https://directindex.org/r/joescafegh.com); Flaming Lava Grill (F, 169 m, https://directindex.org/r/flaminglavagrill.com); Presto Pasta (D, 179 m, https://directindex.org/r/prestopasta.com); Gatten Sushi (F, 248 m, https://directindex.org/r/gattenusa.com); Full Time Burgers (C, 347 m, https://directindex.org/r/fulltimeburgers.com); Belgium Waffle Haus (B, 371 m, https://directindex.org/r/belgiumwafflehaus.com); Bostan by Grandma (C, 413 m, https://directindex.org/r/bakerygranadahills.com); Bearies Acai (F, 415 m, https://directindex.org/r/beariesacai.com); Ali Baba Persian Restaurant (C, 674 m, https://directindex.org/r/alibabapersianrestaurant.com); Northridge Fish and Chips (C, 1308 m, https://directindex.org/r/time.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 12 everyday questions about Los Angeles and named 95 places. Pi On Sunset wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 217120 sites); Sites using ChowNow 73% (54% A or B, 970 sites); This site 78.5%. See what an AI agent reads on this site: https://directindex.org/r/thepionsunset.com/agent-view ## Businesses like Pi On Sunset in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 78.5% | | Sites built with WordPress in Los Angeles | 838 | 61% | 35% | 78.5% | | Sites using ChowNow in Los Angeles | 132 | 71% | 48% | 78.5% | | Sites built with WordPress and using ChowNow in Los Angeles | 43 | 70% | 49% | 78.5% | The best of the sites built with WordPress and using ChowNow in Los Angeles: Tonino's Place Pizzeria (A 92.3%, https://directindex.org/r/toninosplacepizzeria.com); Arais Machane Yehuda LA (A 86.2%, https://directindex.org/r/araismachaneyehudala.com); Delicious Pizza (A 86.2%, https://directindex.org/r/deliciouspizza.com); Mayura (A 86.2%, https://directindex.org/r/mayura-indian-restaurant.com); Biriyani Kabob House (B 84.6%, https://directindex.org/r/biriyanikabobhouse.com). With the fix above (Structured data is incomplete), the score would be about 87.7%. That would be 451st of 4,350 in Los Angeles, up from 816th. ## The direct record What agents get for Pi On Sunset, as JSON: https://directindex.org/api/direct/thepionsunset.com - Book: none on record - Order: http://ordering.chownow.com/order/1666/locations/ (vendor on own site: ChowNow; found by the scan of 2026-10-23, not yet tested) - Menu: https://thepionsunset.com/hollywood-menu/ (html_page; from the scan) - Hours: none on record - Phone: +18183609993 - Stable links that count: https://directindex.org/go/thepionsunset.com/order, https://directindex.org/go/thepionsunset.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, ChowNow: Not stated. ChowNow's customer terms (8 September 2025) bar automated means such as spiders, robots and crawlers to download or scrape data, except search engines; they do not address an agent placing an order for a person, and no agent programme was found. Read 2026-10-15: https://get.chownow.com/terms-of-service Found one hop past the home page: contact page /contact-us-gh/: phone. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 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/thepionsunset.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/thepionsunset.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/thepionsunset.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=thepionsunset.com&force=1