# Loudmouth Pizza: Agent-Direct Score C (61.5%) Site: https://www.loudmouthpizza.com/ Report: https://directindex.org/r/loudmouthpizza.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Loudmouth Pizza is partly visible to agents. An AI assistant can open Loudmouth Pizza's website. What Loudmouth Pizza offers is in a PDF or an image, and assistants read those badly. To book or order, it is sent to OpenTable, a marketplace. ## Direct links - Order directly: https://order.toasttab.com/online/loudmouth-1209-rosewood-ave (through toast acting for the business) - Menu: https://www.loudmouthpizza.com/_files/ugd/12b09d_b2cdda530ec048809a193ef7a579d7bb.pdf - Phone: 512 766 9072 - Address: Rosewood Avenue 1209 ## Nearby, also direct Places near Loudmouth Pizza that take a booking or an order on their own website, with no marketplace in between. - Quickie Pickie (100 m): https://directindex.org/r/quickiepickieaustin.com - Paperboy (120 m): https://directindex.org/r/eatpaperboy.com - Community Vegan (160 m): https://directindex.org/r/communitykitchentaproom.com - Delray Cafe (170 m): https://directindex.org/r/delraycafe.com - Nickel City (170 m): https://directindex.org/r/nickelcitybar.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through opentable.** (+5 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/book-direct-on-your-own-website - **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. 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. ``` # Loudmouth Pizza > restaurant in Rosewood Avenue 1209, Austin. Phone 512 766 9072. ## Book or order directly - Order: https://order.toasttab.com/online/loudmouth-1209-rosewood-ave (through toast acting for the business) - Menu: https://www.loudmouthpizza.com/_files/ugd/12b09d_b2cdda530ec048809a193ef7a579d7bb.pdf ## About - Website: https://www.loudmouthpizza.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. - **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours. - **Toast works with agents through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them. ## Where it stands 826 of 1678 in Austin. Top 49% 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 | 92% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes | | Structured data with address, phone and hours | 62% | no | | Have an llms.txt | 34% | no | Nearest places in the index: Rosewood (F, 2 m, https://directindex.org/r/whatquartersareworthmoney.com); Hillside Farmacy (B, 54 m, https://directindex.org/r/hillsidefarmacy.com); Quickie Pickie (C, 100 m, https://directindex.org/r/quickiepickieaustin.com); Micklethwait Craft Meats (D, 104 m, https://directindex.org/r/craftmeats.com); Gene's (F, 107 m, https://directindex.org/r/eatatgenes.com); Taco Bronco (B, 109 m, https://directindex.org/r/tacobroncotx.com); Paperboy (C, 119 m, https://directindex.org/r/eatpaperboy.com); Community Vegan (B, 164 m, https://directindex.org/r/communitykitchentaproom.com); Delray Cafe (B, 170 m, https://directindex.org/r/delraycafe.com); Nickel City (B, 174 m, https://directindex.org/r/nickelcitybar.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 Austin and named 62 places. Loudmouth Pizza wasn't one of them. See who was named: https://directindex.org/city/austin/recommended Compared with its peers: Sites built with Wix 54% (31% A or B, 42583 sites); Sites using OpenTable 69% (51% A or B, 6152 sites); Sites using Toast 73% (62% A or B, 6097 sites); This site 61.5%. See what an AI agent reads on this site: https://directindex.org/r/loudmouthpizza.com/agent-view ## Businesses like Loudmouth Pizza in Austin | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Austin | 1678 | 53% | 37% | 61.5% | | Sites built with Wix in Austin | 92 | 63% | 43% | 61.5% | | Sites using OpenTable in Austin | 79 | 74% | 63% | 61.5% | | Sites built with Wix and using OpenTable in Austin | 6 | 60% | 33% | 61.5% | The best of the sites built with Wix and using OpenTable in Austin: Foreign & Domestic (A 92.3%, https://directindex.org/r/fndaustin.com); The Greek Bar (B 72.3%, https://directindex.org/r/thegreekbar.com); Wu Chow (C 67.7%, https://directindex.org/r/wuchowaustin.com); Saffron (D 46.2%, https://directindex.org/r/saffronsouth.com); Siena Ristorante Toscana (F 20%, https://directindex.org/r/sienaaustin.com). With the three fixes above (No structured data for the business; Booking only through opentable; Menu or price list is a PDF), the score would be about 95.4%. That would be 44th of 1,678 in Austin, up from 826th. ## The direct record What agents get for Loudmouth Pizza, as JSON: https://directindex.org/api/direct/loudmouthpizza.com - Book: none on record - Order: https://order.toasttab.com/online/loudmouth-1209-rosewood-ave (vendor on own site: Toast; found by the scan of 2026-10-23, not yet tested) - Menu: https://www.loudmouthpizza.com/_files/ugd/12b09d_b2cdda530ec048809a193ef7a579d7bb.pdf (pdf; from the scan) - Hours: none on record - Phone: 512 766 9072 - Stable links that count: https://directindex.org/go/loudmouthpizza.com/order, https://directindex.org/go/loudmouthpizza.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): yes - 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 (Toast): yes - Vendor terms for agents, Toast: Through partners. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 5 | 25 | | Actionable | 10 | 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/loudmouthpizza.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/loudmouthpizza.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/loudmouthpizza.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=loudmouthpizza.com&force=1