# The Muddy Puddle: Agent-Direct Score C (67.7%) Site: http://themuddypuddle.co.uk/ Report: https://directindex.org/r/themuddypuddle.co.uk Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) The Muddy Puddle is partly visible to agents. An AI assistant can open The Muddy Puddle'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 Eventbrite, a marketplace. ## Direct links - Phone: +442035096324 - Address: 142 Albion Rd, N16 9PA, London - Prices: 8 prices on the site, the middle one £11.00 ## Nearby, also direct Places near The Muddy Puddle that take a booking or an order on their own website, with no marketplace in between. - Palm Greens (2.8 km): https://directindex.org/r/palmgreens.co.uk - The Spread Eagle (3.1 km): https://directindex.org/r/thespreadeaglelondon.co.uk ## What to fix first - **Booking only through eventbrite.** (+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/book-direct-on-your-own-website - **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 - **Structured data is incomplete.** (+2 points) Missing: telephone. 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 ## What the site tells visitors (Measured, not scored) - **8 prices on the landing page, the middle one £11.00.** In London, the middle price of comparable sites that show prices is £11.90. ## 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. ``` # The Muddy Puddle > local business (vegetarian) in 142 Albion Rd, N16 9PA, London, London. Phone +442035096324. ## About - Website: http://themuddypuddle.co.uk/ - 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).** address, opening hours ## Where it stands 3653 of 9352 in London. Top 39% 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 | 87% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes | | Structured data with address, phone and hours | 62% | no | | Have an llms.txt | 36% | no | Nearest places with a similar menu: Yellow Kitchen (F, 1037 m, https://directindex.org/r/yellowkitchen.co.uk); Right Said Veg (F, 1552 m, https://directindex.org/r/rightsaidveg.com); Vegan World (D, 2094 m, https://directindex.org/r/veganworld.uk); Slaw Food (F, 2288 m, https://directindex.org/r/slawfood.com); Aya and Suki (D, 2677 m, https://directindex.org/r/ayaandsuki.co.uk); Third Culture Deli (C, 2724 m, https://directindex.org/r/thirdculturedeli.com); Palm Greens (C, 2800 m, https://directindex.org/r/palmgreens.co.uk); The Spread Eagle (A, 3101 m, https://directindex.org/r/thespreadeaglelondon.co.uk); The Canary Bethnal Green (D, 3430 m, https://directindex.org/r/thecanary.co.uk); Gallery Cafe (C, 3624 m, https://directindex.org/r/stmargaretshouse.org.uk). ## 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 13 everyday questions about London and named 66 places. The Muddy Puddle wasn't one of them. See who was named: https://directindex.org/city/london/recommended Compared with its peers: Sites using Eventbrite 53% (19% A or B, 136 sites); This site 67.7%. See what an AI agent reads on this site: https://directindex.org/r/themuddypuddle.co.uk/agent-view ## Businesses like The Muddy Puddle in London | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in London | 9352 | 54% | 35% | 67.7% | | Sites using Eventbrite in London | 5 | 59% | 20% | 67.7% | The best of the sites using Eventbrite in London: The London Review Cake Shop (B 75.4%, https://directindex.org/r/londonreviewbookshop.co.uk); Wilderness Kitchen (C 55.4%, https://directindex.org/r/wildernesskitchen.co.uk); Karapincha (D 53.8%, https://directindex.org/r/karapinchakitchen.com); The Skyline London (D 43.1%, https://directindex.org/r/theskylinelondon.com). With the three fixes above (Booking only through eventbrite; No menu or price list found; Structured data is incomplete), the score would be about 100%, which would be first of 9,352 in London. ## The direct record What agents get for The Muddy Puddle, as JSON: https://directindex.org/api/direct/themuddypuddle.co.uk - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +442035096324 ## 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, Eventbrite: Not stated. Eventbrite's terms of service (20 August 2025), section 13.1, bar scraping, crawling or automated means to extract data from the sites; they do not address an agent buying a ticket for a person; the separate API terms cover developer apps. Read 2026-10-15: https://www.eventbrite.com/help/en-us/articles/251210/eventbrite-terms-of-service/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 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/themuddypuddle.co.uk - 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/themuddypuddle.co.uk/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/themuddypuddle.co.uk/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=themuddypuddle.co.uk&force=1