# Kim's Cafe: Agent-Direct Score D (50.3%) Site: http://kimscafehouston.com Report: https://directindex.org/r/kimscafehouston.com Scanned: 2026-10-25 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Kim's Cafe is hard for agents to use. Some AI assistants are turned away by Kim's Cafe's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online. ## Direct links - Phone: 832-443-0414 - Address: 910 Louisiana St Ste M105, 77002-4952, Houston ## Nearby, also direct Places near Kim's Cafe that take a booking or an order on their own website, with no marketplace in between. - The Blind Goat (640 m): https://directindex.org/r/theblindgoat.com - Huynh Restaurant (1.4 km): https://directindex.org/r/huynhrestauranthouston.com - Pho Saigom (1.8 km): https://directindex.org/r/thephosaigon.com - Simply Phở (1.9 km): https://directindex.org/r/simply-pho.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 - **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 - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (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 - **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. ``` # Kim's Cafe > organization (vietnamese) in 910 Louisiana St Ste M105, 77002-4952, Houston, Houston. Phone 832-443-0414. ## About - Website: http://kimscafehouston.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).** no address, phone or hours in it ## Since the scan of 2026-10-23 (D then) - Fixed: nothing - New: nothing ## Where it stands 1563 of 2664 in Houston. Top 59% 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% | no | | Publish the menu or price list as HTML | 97% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 93% | no | | Structured data with address, phone and hours | 72% | no | | Have an llms.txt | 53% | no | Nearest places with a similar menu: Bodard Express (D, 238 m, https://directindex.org/r/bodardexpress.com); Top Taste (C, 314 m, https://directindex.org/r/toptasterestaurant.com); The Blind Goat (A, 637 m, https://directindex.org/r/theblindgoat.com); Huynh Restaurant (C, 1427 m, https://directindex.org/r/huynhrestauranthouston.com); Spring Kitchen (F, 1620 m, https://directindex.org/r/springkitchen.com); Cafe TH (F, 1676 m, https://directindex.org/r/cafeth.com); Local Pho Vietnamese Noodle (D, 1811 m, https://directindex.org/r/localpho.com); Pho Saigom (C, 1818 m, https://directindex.org/r/thephosaigon.com); Simply Phở (D, 1941 m, https://directindex.org/r/simply-pho.com); Mai's Restaurant (D, 2296 m, https://directindex.org/r/maishouston.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 Houston and named 61 places. Kim's Cafe wasn't one of them. See who was named: https://directindex.org/city/houston/recommended Score over 2 scans since 2026-10-23: 2026-10-23 50%, 2026-10-25 50%. Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 50.3%. See what an AI agent reads on this site: https://directindex.org/r/kimscafehouston.com/agent-view ## Businesses like Kim's Cafe in Houston | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Houston | 2664 | 54% | 35% | 50.3% | | Sites built with WordPress in Houston | 568 | 63% | 44% | 50.3% | The best of the sites built with WordPress in Houston: 2 Phat Bastard Pies (A 100%, https://directindex.org/r/2phatbastardpies.com); Aladdin Mediterranean cuisine (A 100%, https://directindex.org/r/aladdinshouston.com); Benihana (A 100%, https://directindex.org/r/benihana.com); Burger Bodega (A 100%, https://directindex.org/r/burgerbodega.com); Churrascos Memorial City (A 100%, https://directindex.org/r/churrascos.com). With the three fixes above (No booking or ordering link on the website; No menu or price list found; Structured data is incomplete), the score would be about 90.3%. That would be 240th of 2,664 in Houston, up from 1563rd. ## The direct record What agents get for Kim's Cafe, as JSON: https://directindex.org/api/direct/kimscafehouston.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 832-443-0414 ## 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 | 21.7 | 25 | | Readable | 9 | 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/kimscafehouston.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/kimscafehouston.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/kimscafehouston.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=kimscafehouston.com&force=1