# 10000Lab Coffee: Agent-Direct Score D (50.8%) Site: http://www.10000lab.com Report: https://directindex.org/r/10000lab.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.) 10000Lab Coffee is hard for agents to use. Some AI assistants are turned away by 10000Lab Coffee's website. It can read what 10000Lab Coffee offers. It finds a phone number, but no link to book or order online. ## Direct links - Menu: https://www.10000lab.com/MENU - Phone: 02-2268-2263 - Address: 중구 퇴계로 173, 04554, 중구 ## Nearby, also direct Places near 10000Lab Coffee that take a booking or an order on their own website, with no marketplace in between. - Le Style Bar (160 m): https://directindex.org/r/ambatel.com - 커피 리브레 명동성당점 (440 m): https://directindex.org/r/coffeelibre.kr - The Coffee Bean & Tea Leaf (500 m): https://directindex.org/r/coffeebeankorea.com ## 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 - **The server turns AI crawlers away at the door.** (+10 points) Requests as GPTBot (http_403), ClaudeBot (http_403), PerplexityBot (http_429) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **Structured data is incomplete.** (+4 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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 1544-1528, but OpenStreetMap or Overture Maps lists 02-2268-2263. 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. ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Seoul, 12% of comparable sites declare one. ## 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. ``` # 10000Lab Coffee > organization in 중구 퇴계로 173, 04554, 중구, Seoul cafes and bars. Phone 02-2268-2263. ## Book or order directly - Menu: https://www.10000lab.com/MENU ## About - Website: http://www.10000lab.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. - **Structured data found (Organization).** address - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 209 of 799 in Seoul cafes and bars. Top 26% 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 | 80% | no | | Publish the menu or price list as HTML | 42% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 57% | no | | Structured data with address, phone and hours | 6% | no | | Have an llms.txt | 27% | no | Nearest places in the index: Le Style Bar (C, 164 m, https://directindex.org/r/ambatel.com); Coffee Only (F, 217 m, https://directindex.org/r/coffeemeup.kr); 그랜마캐비넷 Grandma Cabinet (F, 240 m, https://directindex.org/r/grandmacabinet.com); 을지맥옥 별관(Euljiro Brewing) (A, 400 m, https://directindex.org/r/bestpizzaseoul.com); 커피 리브레 명동성당점 (D, 436 m, https://directindex.org/r/coffeelibre.kr); Artmonster (F, 438 m, https://directindex.org/r/artmonster.co.kr); 에쎄레젤라또 (F, 447 m, https://directindex.org/r/essere.co.kr); The Coffee Bean & Tea Leaf (C, 495 m, https://directindex.org/r/coffeebeankorea.com); Il Coffee (F, 497 m, https://directindex.org/r/ilcoffee.co.kr); 히즈빈스커피 (C, 510 m, https://directindex.org/r/hisbeans.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. See what an AI agent reads on this site: https://directindex.org/r/10000lab.com/agent-view ## Businesses like 10000Lab Coffee in Seoul cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Seoul cafes and bars | 799 | 34% | 2% | 50.8% | The best of the businesses of the same kind in Seoul cafes and bars: THE BARN Coffee Roasters Berlin (A 87.5%, https://directindex.org/r/thebarn.de); Prada (A 86.2%, https://directindex.org/r/prada.com); 을지맥옥 별관(Euljiro Brewing) (A 86.2%, https://directindex.org/r/bestpizzaseoul.com); Bonilla churros 보닐라츄러스 (B 83.8%, https://directindex.org/r/bonillaalavista.com); The Coffee Bean & Tea Leaf (B 81.3%, https://directindex.org/r/coffeebean.com). With the three fixes above (No booking or ordering link on the website; The server turns AI crawlers away at the door; Structured data is incomplete), the score would be about 92.3%, which would be first of 799 in Seoul cafes and bars. ## The direct record What agents get for 10000Lab Coffee, as JSON: https://directindex.org/api/direct/10000lab.com - Book: none on record - Order: none on record - Menu: https://www.10000lab.com/MENU (html_page; from the scan) - Hours: none on record - Phone: 02-2268-2263 - Stable links that count: https://directindex.org/go/10000lab.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 | 13 | 25 | | Readable | 18 | 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/10000lab.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/10000lab.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/10000lab.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=10000lab.com&force=1