# Buttermilk Kitchen: Agent-Direct Score C (55.4%) Site: http://www.buttermilkkitchen.com/ Report: https://directindex.org/r/buttermilkkitchen.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.) Buttermilk Kitchen is partly visible to agents. An AI assistant can open Buttermilk Kitchen's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to ezCater, a marketplace. ## Nearby, also direct Places near Buttermilk Kitchen that take a booking or an order on their own website, with no marketplace in between. - Mirko Pasta (20 m): https://directindex.org/r/mirkopasta.com - Wing Factory (120 m): https://directindex.org/r/wingfactory.com - vietnamese restaurant (200 m): https://directindex.org/r/phodaiviet.site - Burger 21 (200 m): https://directindex.org/r/burger21.com - Bertolozi's Pizzeria (200 m): https://directindex.org/r/bertolozipizzeria.com ## What to fix first - **Ordering only through ezcater.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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 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. ``` # Buttermilk Kitchen > restaurant in Atlanta. ## About - Website: http://www.buttermilkkitchen.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. - **Structured data found (LocalBusiness).** no address, phone or hours in it ## Where it stands 763 of 1350 in Atlanta. Top 57% 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 | 100% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 69% | no | | Have an llms.txt | 50% | no | Nearest places in the index: Mirko Pasta (A, 17 m, https://directindex.org/r/mirkopasta.com); 10 Degrees South (F, 89 m, https://directindex.org/r/10degreessouth.com); NALA Kitchen & Cocktails (F, 92 m, https://directindex.org/r/nalakitchencocktails.com); Wing Factory (F, 116 m, https://directindex.org/r/wingfactory.com); ZENSHI Handcrafted Sushi (D, 117 m, https://directindex.org/r/zenshisushi.com); vietnamese restaurant (A, 197 m, https://directindex.org/r/phodaiviet.site); Burger 21 (A, 199 m, https://directindex.org/r/burger21.com); Bertolozi's Pizzeria (C, 204 m, https://directindex.org/r/bertolozipizzeria.com); Chicken Salad Chick (B, 448 m, https://directindex.org/r/chickensaladchick.com); Pita Grille (F, 576 m, https://directindex.org/r/pitagrilleatl.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 Atlanta and named 83 places. Buttermilk Kitchen wasn't one of them. See who was named: https://directindex.org/city/atlanta/recommended Compared with its peers: Sites built with Squarespace 61% (41% A or B, 32150 sites); Sites using ezCater 58% (26% A or B, 132 sites); This site 55.4%. See what an AI agent reads on this site: https://directindex.org/r/buttermilkkitchen.com/agent-view ## Businesses like Buttermilk Kitchen in Atlanta | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Atlanta | 1350 | 55% | 38% | 55.4% | | Sites built with Squarespace in Atlanta | 160 | 69% | 46% | 55.4% | | Sites using ezCater in Atlanta | 3 | 63% | 0% | 55.4% | | Sites built with Squarespace and using ezCater in Atlanta | 2 | 61% | 0% | 55.4% | The best of the sites built with Squarespace in Atlanta: Bangkok Thai Restaurant (A 100%, https://directindex.org/r/bangkokthaiatl.com); Chicheria Mexican Kitchen (A 100%, https://directindex.org/r/chicheriamx.com); Luella (A 100%, https://directindex.org/r/luellaatl.com); Aria, Llc (A 95.4%, https://directindex.org/r/aria-atl.com); The Southern Gentleman (A 95.4%, https://directindex.org/r/thesoutherngentlemanatl.com). With the three fixes above (Ordering only through ezcater; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 69th of 1,350 in Atlanta, up from 763rd. ## The direct record What agents get for Buttermilk Kitchen, as JSON: https://directindex.org/api/direct/buttermilkkitchen.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: none on record ## 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 - Vendor terms for agents, ezCater: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 3 | 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/buttermilkkitchen.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/buttermilkkitchen.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/buttermilkkitchen.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 ยท Rescan now: https://directindex.org/scan?url=buttermilkkitchen.com&force=1