# Auntie O's Café: Agent-Direct Score B (75.4%) Site: https://www.auntieocafe.com/ Report: https://directindex.org/r/auntieocafe.com Scanned: 2026-11-12 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Auntie O's Café is mostly ready for agents. An AI assistant can open Auntie O's Café's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://order.auntieocafe.com/list/auntieocafe-address/eat (on the business's own site) - Phone: +18133856691 - Address: 5005 W Laurel St, Tampa 33607 ## Nearby, also direct Places near Auntie O's Café that take a booking or an order on their own website, with no marketplace in between. - The Sapphire Tampa (990 m): https://directindex.org/r/thesapphiretampa.com - The Blind Tiger Cafe (1.3 km): https://directindex.org/r/blindtigercoffeeroasters.com - Bar Louie (1.3 km): https://directindex.org/r/barlouie.com - Shula's No Name Lounge (1.4 km): https://directindex.org/r/shulas.com - Moxie's Cafe & Deli (1.7 km): https://directindex.org/r/moxiescafe.com ## What to fix first - **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 - **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 8132529243, but OpenStreetMap or Overture Maps lists +18133856691. 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) - **The footer says © 2023.** Visitors and assistants may read that year as the last time anyone looked after the site. ## 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. ``` # Auntie O's Café > organization in 5005 W Laurel St, Tampa 33607, Tampa cafes and bars. Phone +18133856691. ## Book or order directly - Order: https://order.auntieocafe.com/list/auntieocafe-address/eat (on the business's own site) ## About - Website: https://www.auntieocafe.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 (Organization).** no address, phone or hours in it - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 72 of 320 in Tampa cafes and bars. Top 23% 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% | yes | | Publish the menu or price list as HTML | 100% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes | | Structured data with address, phone and hours | 33% | no | | Have an llms.txt | 48% | no | Nearest places in the index: The Capital Grille (F, 647 m, https://directindex.org/r/thecapitalgrille.com); Cafe Luna (F, 660 m, https://directindex.org/r/qrfy.io); The Sapphire Tampa (A, 989 m, https://directindex.org/r/thesapphiretampa.com); Mitchell's Fish Market (B, 1199 m, https://directindex.org/r/mitchellsfishmarket.com); Beef 'O' Brady's (F, 1272 m, https://directindex.org/r/usatoday.com); The Blind Tiger Cafe (D, 1296 m, https://directindex.org/r/blindtigercoffeeroasters.com); Bar Louie (A, 1322 m, https://directindex.org/r/barlouie.com); Shula's No Name Lounge (B, 1403 m, https://directindex.org/r/shulas.com); Moxie's Cafe & Deli (D, 1707 m, https://directindex.org/r/moxiescafe.com); Corona Cigar Company & J.C. Newman Diamond Crown Lounge (B, 1838 m, https://directindex.org/r/coronacigar.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/auntieocafe.com/agent-view ## Businesses like Auntie O's Café in Tampa cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Tampa cafes and bars | 320 | 53% | 32% | 75.4% | The best of the businesses of the same kind in Tampa cafes and bars: Beef 'O' Brady's Palma Ceia (A 100%, https://directindex.org/r/beefobradys.com); Fast Jacks Breakfast (A 100%, https://directindex.org/r/jacksonsbistro.com); Rusty's Cafe & Lounge (A 97.5%, https://directindex.org/r/therustypelicantampa.com); Planet Smoothie (A 96.3%, https://directindex.org/r/planetsmoothie.com); Walk-On's Sports Bistreaux (A 95%, https://directindex.org/r/walk-ons.com). With the two fixes above (No menu or price list found; Structured data is incomplete), the score would be about 95.4%. That would be 5th of 320 in Tampa cafes and bars, up from 72nd. ## The direct record What agents get for Auntie O's Café, as JSON: https://directindex.org/api/direct/auntieocafe.com - Book: none on record - Order: https://order.auntieocafe.com/list/auntieocafe-address/eat (own site; found by the scan of 2026-11-12, not yet tested) - Menu: none on record - Hours: none on record - Phone: +18133856691 - Stable links that count: https://directindex.org/go/auntieocafe.com/order ## 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 | 9 | 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/auntieocafe.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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/auntieocafe.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/auntieocafe.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=auntieocafe.com&force=1