# Berlin's: Agent-Direct Score A (95.4%) Site: http://www.eatberlins.com Report: https://directindex.org/r/eatberlins.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.) Berlin's is ready for agents. An AI assistant can open Berlin's's website. It can read what Berlin's offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://eatberlins.com/order-berlins-los-angeles (on the business's own site) - Menu: https://eatberlins.com/order-berlins-los-angeles - Phone: (213) 263-2021 - Address: 3500 Wilshire Blvd Fl 2, 90010, Los Angeles - Its menu mentions: vegan options, vegetarian dishes ## Nearby, also direct Places near Berlin's that take a booking or an order on their own website, with no marketplace in between. - Gogobop Korean Rice Bar (60 m): https://directindex.org/r/gogobop.com - Bon Shabu (70 m): https://directindex.org/r/bonshabula.com - Slurp and Sip (90 m): https://directindex.org/r/slurpsip.com - W Brazilian Steak House (120 m): https://directindex.org/r/wsteak.net - The Halal Guys (160 m): https://directindex.org/r/thehalalguys.com ## What to fix first - **Structured data is incomplete.** (+3 points) Missing: 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 - **The phone number on the site doesn't match the open map data.** The site shows +13237465409, but OpenStreetMap or Overture Maps lists (213) 263-2021. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org. ## 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. ``` # Berlin's > restaurant (doner kebab) in 3500 Wilshire Blvd Fl 2, 90010, Los Angeles, Los Angeles. Phone (213) 263-2021. ## Book or order directly - Order: https://eatberlins.com/order-berlins-los-angeles (on the business's own site) - Menu: https://eatberlins.com/order-berlins-los-angeles ## About - Website: http://www.eatberlins.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.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (Restaurant).** address, phone - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands Not ranked yet in Los Angeles. | 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 | 97% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 44% | no | | Have an llms.txt | 21% | no | Nearest places in the index: Lucky Chen Inc (F, 15 m, https://directindex.org/r/luckychen.tw); Pot at the Line Hotel (F, 53 m, https://directindex.org/r/stylesacoche.com); Gogobop Korean Rice Bar (B, 56 m, https://directindex.org/r/gogobop.com); Bon Shabu (B, 65 m, https://directindex.org/r/bonshabula.com); Openaire (B, 85 m, https://directindex.org/r/thelinehotel.com); Slurp and Sip (B, 92 m, https://directindex.org/r/slurpsip.com); Jjamppong Zizon (D, 107 m, https://directindex.org/r/xn--243bw0op2a8e.com); W Brazilian Steak House (D, 117 m, https://directindex.org/r/wsteak.net); The Halal Guys (B, 158 m, https://directindex.org/r/thehalalguys.com); Cafe Brass Monkey (D, 160 m, https://directindex.org/r/cafebrassmonkey.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. Berlin's wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended Compared with its peers: Sites built with Webflow 57% (23% A or B, 6169 sites); This site 95.4%. See what an AI agent reads on this site: https://directindex.org/r/eatberlins.com/agent-view ## Businesses like Berlin's in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 894 | 53% | 38% | 95.4% | | Sites built with Webflow in Los Angeles | 81 | 59% | 35% | 95.4% | The best of the sites built with Webflow in Los Angeles: Los Tres Cochinitos (A 100%, https://directindex.org/r/lostrescochinitos.com); Sweetfin Poké (A 95.4%, https://directindex.org/r/sweetfin.com); Market Venice (A 92.3%, https://directindex.org/r/marketvenice.com); Tacos El Goloso (A 90.8%, https://directindex.org/r/tacoselgoloso.com); California Chicken Cafe (A 89.2%, https://directindex.org/r/califchickencafe.com). With the fix above (Structured data is incomplete), the score would be about 100%, which would be first of 894 in Los Angeles. ## The direct record What agents get for Berlin's, as JSON: https://directindex.org/api/direct/eatberlins.com - Book: none on record - Order: https://eatberlins.com/order-berlins-los-angeles (own site; found by the scan of 2026-10-23, not yet tested) - Menu: https://eatberlins.com/order-berlins-los-angeles (html_page; from the scan) - Hours: none on record - Phone: (213) 263-2021 - Stable links that count: https://directindex.org/go/eatberlins.com/order, https://directindex.org/go/eatberlins.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 Found one hop past the home page: menu page /order-berlins-los-angeles: 17 menu items in JSON-LD. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 22 | 25 | | Actionable | 15 | 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/eatberlins.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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/eatberlins.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/eatberlins.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=eatberlins.com&force=1