# Muchachos: Agent-Direct Score C (60%) Site: https://www.muchachotexmex.com/ Report: https://directindex.org/r/muchachotexmex.com Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Muchachos is partly visible to agents. An AI assistant can open the website of Muchachos. What Muchachos offers is in a PDF or an image, which assistants read poorly. To book or order, it is sent to Resy, a marketplace. ## Direct links - Order directly: https://direct.chownow.com/order/20255/locations/29200 (through chownow acting for the business) - Menu: https://muchachotexmex.com/wp-content/uploads/2025/02/M-Menu_Dallas-web-version-food-menu.pdf - Phone: +14695132944 ## What to fix first - **No structured data for the business.** (+15 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). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through resy.** (+5 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. 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 HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai - **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## Fix kit: What to paste Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Muchachos > restaurant (tex-mex) in Villanova Drive 4011, Dallas. Phone +14695132944. ## Book or order directly - Order: https://direct.chownow.com/order/20255/locations/29200 (through chownow acting for the business) - Menu: https://muchachotexmex.com/wp-content/uploads/2025/02/M-Menu_Dallas-web-version-food-menu.pdf ## About - Website: https://www.muchachotexmex.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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Ordering through chownow on your own domain.** No marketplace commission, and the guest stays yours. ## Where it stands 405 of 706 in Dallas. Top 57% of the sites scanned in this index. | What the top tenth 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% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 97% | yes | | Structured data with address, phone and hours | 65% | no | | Have an llms.txt | 27% | no | Nearest places in the index: True Food Kitchen (B, 73 m, https://directindex.org/r/truefoodkitchen.com); Malai Kitchen (B, 260 m, https://directindex.org/r/malaikitchen.com); Flying Fish (B, 275 m, https://directindex.org/r/flyingfishinthe.net); Hopdoddy Burger Bar (C, 406 m, https://directindex.org/r/hopdoddy.com); Dunston's Steakhouse (A, 2125 m, https://directindex.org/r/dunstonssteakhouse.com); Rise No. 1 (B, 2265 m, https://directindex.org/r/risesouffle.com); Food From Galilee (F, 2275 m, https://directindex.org/r/foodfromgalilee.com); Sweet Paris Crêperie & Café (D, 2331 m, https://directindex.org/r/sweetparis.com); Kuby's Sausage House (F, 2341 m, https://directindex.org/r/kubys.com); Bubba's Cooks Country (B, 2351 m, https://directindex.org/r/bubbascookscountry.com). ## What assistants answer Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included. Against its peers: Sites built with WordPress 59% (31% A or B, 38935 sites); Sites using Resy 68% (46% A or B, 688 sites); Sites using ChowNow 71% (51% A or B, 313 sites); This site 60%. See what an AI agent reads on this site: https://directindex.org/r/muchachotexmex.com/agent-view ## Businesses like Muchachos in Dallas | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Dallas | 706 | 59% | 44% | 60% | | Sites built with WordPress in Dallas | 178 | 71% | 59% | 60% | | Sites using Resy in Dallas | 9 | 59% | 22% | 60% | | Sites built with WordPress and using Resy in Dallas | 2 | 71% | 50% | 60% | The best of the sites using Resy in Dallas: Partenope (B 81.5%, https://directindex.org/r/partenopedallas.com); Far-Out (B 80%, https://directindex.org/r/faroutdallas.com); Cork & Pig Tavern (C 61.5%, https://directindex.org/r/corkandpig.com); Carbone Dallas (C 58.5%, https://directindex.org/r/carbonedallas.com); Oddfellows (D 49.2%, https://directindex.org/r/oddfellowsdallas.com). With the three fixes above (No structured data for the business; Booking only through resy; Menu or price list is a PDF) the score would be about 95.4%: 26th of 706 in Dallas, up from 405th. ## The direct record What agents get for Muchachos, as JSON: https://directindex.org/api/direct/muchachotexmex.com - Book: none on record - Order: https://direct.chownow.com/order/20255/locations/29200 (vendor on own site: ChowNow; found by the scan of 2026-10-16, not yet tested) - Menu: https://muchachotexmex.com/wp-content/uploads/2025/02/M-Menu_Dallas-web-version-food-menu.pdf (pdf; from the scan) - Hours: none on record - Phone: +14695132944 - Stable links that count: https://directindex.org/go/muchachotexmex.com/order, https://directindex.org/go/muchachotexmex.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 - Vendor terms for agents, ChowNow: Not stated. ChowNow's customer terms (8 September 2025) bar automated means such as spiders, robots and crawlers to download or scrape data, except search engines; they do not address an agent placing an order for a person, and no agent programme was found. Read 2026-10-15: https://get.chownow.com/terms-of-service ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 4 | 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/muchachotexmex.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/muchachotexmex.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/muchachotexmex.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=muchachotexmex.com&force=1