# Lingua World Cafe: Agent-Direct Score B (73.8%) Site: http://www.linguaworldcafe.com Report: https://directindex.org/r/linguaworldcafe.com Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Lingua World Cafe is mostly ready for agents. An AI assistant can open Lingua World Cafe's website. It can read what Lingua World Cafe offers. It finds a way to book or order directly on the site. ## Direct links - Book directly: https://linguaworldcafe.com/reservations/ (on the business's own site) - Menu: https://linguaworldcafe.com/menu/ - Phone: +81667793255 - Address: 天王寺区生玉前町1-1, 543-0072, 大阪市天王寺区 - Its menu mentions: vegan options, vegetarian dishes, a children's menu - Languages: English, Japanese ## Nearby, also direct Places near Lingua World Cafe that take a booking or an order on their own website, with no marketplace in between. - Sub Jazz Cafe (90 m): https://directindex.org/r/subjazzcafe.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Ordering through an unrecognised third party.** (no points, but worth doing) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **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 0643054994, but OpenStreetMap or Overture Maps lists +81667793255. 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. ``` # Lingua World Cafe > local business in 天王寺区生玉前町1-1, 543-0072, 大阪市天王寺区, Osaka cafes and bars. Phone +81667793255. ## Book or order directly - Book: https://linguaworldcafe.com/reservations/ (on the business's own site) - Menu: https://linguaworldcafe.com/menu/ ## About - Website: http://www.linguaworldcafe.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. - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Booking on your own site.** Agents can book without going through a marketplace. ## Where it stands 67 of 1880 in Osaka cafes and bars. Top 4% 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 | 64% | yes | | Publish the menu or price list as HTML | 70% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 88% | yes | | Structured data with address, phone and hours | 25% | no | | Have an llms.txt | 17% | no | Nearest places in the index: BATA2 (F, 48 m, https://directindex.org/r/team-tani9hp.com); Sub Jazz Cafe (D, 85 m, https://directindex.org/r/subjazzcafe.com); Bar Baccaano (F, 109 m, https://directindex.org/r/interfarm.co.jp); ドラムハウスザルート (D, 123 m, https://directindex.org/r/root-uehonmachi.com); Karaoke and Darts Bar Shiki (D, 145 m, https://directindex.org/r/kitchen-bar-shiki.jp); Café ＆ BAR Playing Records Waltz (F, 160 m, https://directindex.org/r/jimdoweb.com); 大阪回春性感 エステ・ティーク (F, 205 m, https://directindex.org/r/esthetique-osaka.com); nana's green tea Uehonmachi YUFURA (D, 276 m, https://directindex.org/r/nanasgreentea.com); Caffe Ciao Presso Uehommachi Station (F, 281 m, https://directindex.org/r/kintetsu-rs.com); マジックバーフレンチドロップ心斎橋 (C, 284 m, https://directindex.org/r/frenchdropmagic.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 Osaka cafes and bars and named 82 places. Lingua World Cafe wasn't one of them. See who was named: https://directindex.org/city/osaka-cafes-bars/recommended Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); This site 73.8%. See what an AI agent reads on this site: https://directindex.org/r/linguaworldcafe.com/agent-view ## Businesses like Lingua World Cafe in Osaka cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Osaka cafes and bars | 1880 | 35% | 6% | 73.8% | | Sites built with WordPress in Osaka cafes and bars | 546 | 49% | 10% | 73.8% | The best of the sites built with WordPress in Osaka cafes and bars: LOHE (A 100%, https://directindex.org/r/lohe.jp); NaturalWine, Spice & Okonomiyaki Pasania- パセミヤ (A 100%, https://directindex.org/r/pasania.osaka); takoyaki&bar poulpe たこ焼き&バー プルプ (A 100%, https://directindex.org/r/takoyaki-poulpe.com); くさのね劇場 (A 100%, https://directindex.org/r/kusanone-0912.com); こにし家 (A 100%, https://directindex.org/r/konishi-osaka.com). With the fix above (No structured data for the business), the score would be about 95.4%. That would be 8th of 1,880 in Osaka cafes and bars, up from 67th. ## The direct record What agents get for Lingua World Cafe, as JSON: https://directindex.org/api/direct/linguaworldcafe.com - Book: https://linguaworldcafe.com/reservations/ (own site; found by the scan of 2026-10-21, not yet tested) - Order: none on record - Menu: https://linguaworldcafe.com/menu/ (html_page; from the scan) - Hours: none on record - Phone: +81667793255 - Stable links that count: https://directindex.org/go/linguaworldcafe.com/book, https://directindex.org/go/linguaworldcafe.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 | 25 | 25 | | Readable | 8 | 25 | | Actionable | 15 | 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/linguaworldcafe.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/linguaworldcafe.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/linguaworldcafe.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=linguaworldcafe.com&force=1