# M.L.Rose Neighborhood Pub - Inglewood: Agent-Direct Score B (78.8%) Site: http://www.mlrose.com/ Report: https://directindex.org/r/mlrose.com Scanned: 2026-11-12 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.) M.L.Rose Neighborhood Pub - Inglewood is mostly ready for agents. An AI assistant can open M.L.Rose Neighborhood Pub - Inglewood's website. It can read what M.L.Rose Neighborhood Pub - Inglewood offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://mlrose.com/order-online2/ (on the business's own site) - Menu: https://mlrose.com/brunch/ - Phone: +16297021616 - Address: Gallatin Pike 3701 D, Nashville 37216 ## Nearby, also direct Places near M.L.Rose Neighborhood Pub - Inglewood that take a booking or an order on their own website, with no marketplace in between. - Sho Pizza (1.1 km): https://directindex.org/r/shopizzabar.com - Tennessee Cobbler Company (1.2 km): https://directindex.org/r/tncobblerco.com - Curry Boys BBQ (1.2 km): https://directindex.org/r/curryboysbbq.com - Mitchell's Deli (1.2 km): https://directindex.org/r/mitchelldeli.com - Bite a Bit Thai & Sushi (1.2 km): https://directindex.org/r/biteabitnashville.com ## What to fix first - **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 %20+16157128160, but OpenStreetMap or Overture Maps lists +16297021616. 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. ## 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. ``` # M.L.Rose Neighborhood Pub - Inglewood > local business (bar and grill) in Gallatin Pike 3701 D, Nashville 37216, Nashville. Phone +16297021616. ## Book or order directly - Order: https://mlrose.com/order-online2/ (on the business's own site) - Menu: https://mlrose.com/brunch/ ## About - Website: http://www.mlrose.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 - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 312 of 1166 in Nashville. Top 27% 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 | 99% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes | | Structured data with address, phone and hours | 75% | no | | Have an llms.txt | 36% | no | Nearest places in the index: Sho Pizza (B, 1130 m, https://directindex.org/r/shopizzabar.com); Tennessee Cobbler Company (B, 1166 m, https://directindex.org/r/tncobblerco.com); Curry Boys BBQ (B, 1172 m, https://directindex.org/r/curryboysbbq.com); Mitchell's Deli (C, 1174 m, https://directindex.org/r/mitchelldeli.com); Bite a Bit Thai & Sushi (A, 1176 m, https://directindex.org/r/biteabitnashville.com); Castrillo's Pizza (C, 1192 m, https://directindex.org/r/castrillos.com); Cook Out (C, 1267 m, https://directindex.org/r/cookout.com); McDonald's (D, 1589 m, https://directindex.org/r/mcdonalds.com); Tower Market and Deli (C, 2545 m, https://directindex.org/r/towerdelimarket.com); Once Upon a Time in France (B, 2944 m, https://directindex.org/r/onceuponatime-infrance.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 22 everyday questions about Nashville and named 99 places. M.L.Rose Neighborhood Pub - Inglewood wasn't one of them. See who was named: https://directindex.org/city/nashville/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 251600 sites); This site 78.8%. See what an AI agent reads on this site: https://directindex.org/r/mlrose.com/agent-view ## Businesses like M.L.Rose Neighborhood Pub - Inglewood in Nashville | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Nashville | 1166 | 58% | 44% | 78.8% | | Sites built with WordPress in Nashville | 257 | 67% | 53% | 78.8% | The best of the sites built with WordPress in Nashville: Barstool Bites (A 100%, https://directindex.org/r/seasideonthepier.com); Fogo de Chão Brazilian Steakhouse (A 100%, https://directindex.org/r/fogodechao.com); The Authentique (A 100%, https://directindex.org/r/the-authentique.com); Saltine (A 96.3%, https://directindex.org/r/saltinerestaurant.com); Char Restaurant (A 95.4%, https://directindex.org/r/charrestaurant.com). With the fix above (Structured data is incomplete), the score would be about 86.3%. That would be 177th of 1,166 in Nashville, up from 312th. ## The direct record What agents get for M.L.Rose Neighborhood Pub - Inglewood, as JSON: https://directindex.org/api/direct/mlrose.com - Book: none on record - Order: https://mlrose.com/order-online2/ (own site; could not verify: partial (2026-11-12)) - Menu: https://mlrose.com/brunch/ (html_page; from the scan) - Hours: none on record - Phone: +16297021616 - Stable links that count: https://directindex.org/go/mlrose.com/order, https://directindex.org/go/mlrose.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 Found one hop past the home page: contact page /contact-us/: phone. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 25 | | Actionable | 22 | 30 | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/mlrose.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/mlrose.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/mlrose.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=mlrose.com&force=1