# KWF Tea: Agent-Direct Score F (30.8%) Site: http://www.kwftea.com/ Report: https://directindex.org/r/kwftea.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.) KWF Tea is largely invisible to agents. An AI assistant can open KWF Tea's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online. ## Direct links - Phone: +60320783015 - Address: 72, Jalan Sultan, 50000, Bandar Kuala Lumpur ## Nearby, also direct Places near KWF Tea that take a booking or an order on their own website, with no marketplace in between. - 俞岩YuYan (130 m): https://directindex.org/r/yuyantea.com ## What to fix first - **No structured data for the business.** (+15 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 - **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **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 ## 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. ``` # KWF Tea > local business in 72, Jalan Sultan, 50000, Bandar Kuala Lumpur, Kuala Lumpur cafes and bars. Phone +60320783015. ## About - Website: http://www.kwftea.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. ## Where it stands 345 of 436 in Kuala Lumpur cafes and bars. Top 79% 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 | 89% | no | | Publish the menu or price list as HTML | 50% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 24% | no | | Have an llms.txt | 37% | no | Nearest places in the index: Lim Kee Cafe (D, 20 m, https://directindex.org/r/tianjinghotel.com); Stellar Coffee (F, 99 m, https://directindex.org/r/stellarkl.com); Vintage 1988 (F, 125 m, https://directindex.org/r/vintage1988.com); 俞岩YuYan (C, 126 m, https://directindex.org/r/yuyantea.com); Koong Woh Tong (恭和堂) (D, 197 m, https://directindex.org/r/kwt.my); One Coffee Kuala Lumpur (F, 265 m, https://directindex.org/r/ripit.app); Moontree House (F, 269 m, https://directindex.org/r/blogspot.com); Offnic Coffee (D, 270 m, https://directindex.org/r/offniccoffee.com); Niko Neko Matcha 2.0 (Chinatown) (D, 273 m, https://directindex.org/r/nikonekomatcha.com); Luckbros Kopi (D, 306 m, https://directindex.org/r/luckbros.co). ## 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 Kuala Lumpur cafes and bars and named 56 places. KWF Tea wasn't one of them. See who was named: https://directindex.org/city/kuala-lumpur-cafes-bars/recommended Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); This site 30.8%. See what an AI agent reads on this site: https://directindex.org/r/kwftea.com/agent-view ## Businesses like KWF Tea in Kuala Lumpur cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Kuala Lumpur cafes and bars | 436 | 44% | 14% | 30.8% | | Sites built with WordPress in Kuala Lumpur cafes and bars | 124 | 55% | 23% | 30.8% | The best of the sites built with WordPress in Kuala Lumpur cafes and bars: Cafe Chef Wan (A 86.2%, https://directindex.org/r/cafechefwan.my); Dome Cafe (B 84.6%, https://directindex.org/r/domecafe.com.my); Happy Hour Club Cafe & Workshop (B 84.6%, https://directindex.org/r/happyhourclub.com.my); Kopi Saigon (B 84.6%, https://directindex.org/r/kopisaigon.com); PV Manja Cafe (B 84.6%, https://directindex.org/r/pastryville.com.my). With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 87.7%. That would be 7th of 436 in Kuala Lumpur cafes and bars, up from 345th. ## The direct record What agents get for KWF Tea, as JSON: https://directindex.org/api/direct/kwftea.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +60320783015 ## 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 | 20 | 25 | | Readable | 0 | 25 | | Actionable | 0 | 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/kwftea.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/kwftea.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/kwftea.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=kwftea.com&force=1