# Muffin Plus: Agent-Direct Score B (84.6%) Site: http://www.muffinplus.ca Report: https://directindex.org/r/muffinplus.ca Scanned: 2026-10-19 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Muffin Plus is mostly ready for agents. An AI assistant can open Muffin Plus's website. It can read what Muffin Plus offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://muffinplus.ca/locations/ (on the business's own site) - Menu: https://muffinplus.ca/?page_id=245 - Phone: (613) 232-0416 ## What to fix first - Languages: English, French - **Structured data is incomplete.** (+7 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 ## 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. ``` # Muffin Plus > organization in 111 rue Albert,World Exchange Plaza, K1P 1A5, Ottawa, Ottawa. Phone (613) 232-0416. ## Book or order directly - Order: https://muffinplus.ca/locations/ (on the business's own site) - Menu: https://muffinplus.ca/?page_id=245 ## About - Website: http://www.muffinplus.ca - 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 (Organization).** 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 152 of 1147 in Ottawa. Top 13% 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 | 98% | yes | | Publish the menu or price list as HTML | 96% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 40% | no | | Have an llms.txt | 38% | no | Nearest places in the index: Z-Teka Mexican Eatery (F, 6 m, https://directindex.org/r/z-teca.com); Shakey's (C, 11 m, https://directindex.org/r/shakeyshomestyle.com); Aiana (B, 109 m, https://directindex.org/r/aiana.ca); Paninaro (B, 126 m, https://directindex.org/r/paninaro.ca); Sushi Shop (B, 128 m, https://directindex.org/r/sushishop.com); Smash Daddy (F, 130 m, https://directindex.org/r/smashdaddy.ca); Mercadito (B, 131 m, https://directindex.org/r/mercadito.ca); Sen Kitchen (C, 145 m, https://directindex.org/r/queenstfare.ca); Hy's Steakhouse Ottawa (B, 154 m, https://directindex.org/r/hyssteakhouse.com); Ad Mare (D, 161 m, https://directindex.org/r/admareseafood.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 Ottawa and named 61 places. Muffin Plus wasn't one of them. See who was named: https://directindex.org/city/ottawa/recommended Compared with its peers: Sites built with WordPress 58% (30% A or B, 68857 sites); This site 84.6%. See what an AI agent reads on this site: https://directindex.org/r/muffinplus.ca/agent-view ## Businesses like Muffin Plus in Ottawa | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Ottawa | 1147 | 53% | 34% | 84.6% | | Sites built with WordPress in Ottawa | 339 | 65% | 47% | 84.6% | The best of the sites built with WordPress in Ottawa: Vietnam Palace (A 100%, https://directindex.org/r/vietnampalacerestaurant.ca); Warehouse (A 100%, https://directindex.org/r/warehousegroup.ca); Carp Pizza (A 95.4%, https://directindex.org/r/carppizza.ca); Greek on Wheels (A 95.4%, https://directindex.org/r/greekonwheels.ca); Kara Mia (A 93.8%, https://directindex.org/r/karamia.ca). With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 20th of 1,147 in Ottawa, up from 152nd. This site appears in 2 cities (3 places on muffinplus.ca). https://directindex.org/brand/muffinplus.ca ## The direct record What agents get for Muffin Plus, as JSON: https://directindex.org/api/direct/muffinplus.ca - Book: none on record - Order: https://muffinplus.ca/locations/ (own site; found by the scan of 2026-10-19, not yet tested) - Menu: https://muffinplus.ca/?page_id=245 (html_page; from the scan) - Hours: none on record - Phone: (613) 232-0416 - Stable links that count: https://directindex.org/go/muffinplus.ca/order, https://directindex.org/go/muffinplus.ca/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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 15 | 25 | | Actionable | 15 | 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/muffinplus.ca - 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/muffinplus.ca/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/muffinplus.ca/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=muffinplus.ca&force=1