# I love leo Marienplatz: Agent-Direct Score B (70.8%) Site: https://www.iloveleo.de/ Report: https://directindex.org/r/iloveleo.de Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) I love leo Marienplatz is mostly ready for agents. An AI assistant can open I love leo Marienplatz's website. It can read what I love leo Marienplatz offers. It finds a phone number, but no link to book or order online. ## Direct links - Menu: https://www.iloveleo.de/menu/ - Phone: 08924294187 - Address: Rindermarkt 2, 80331, München - Its menu mentions: allergens ## Nearby, also direct Places near I love leo Marienplatz that take a booking or an order on their own website, with no marketplace in between. - La Burrita (50 m): https://directindex.org/r/webflow.io - The Louis Grillroom (70 m): https://directindex.org/r/louis-hotel.com - Café Glockenspiel (80 m): https://directindex.org/r/cafe-glockenspiel.de - Der Spöckmeier (110 m): https://directindex.org/r/der-spoeckmeier.de ## What to fix first - **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Structured data is incomplete.** (+3 points) Missing: 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 00498938380190, but OpenStreetMap or Overture Maps lists 08924294187. 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. ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Munich, 16% of comparable sites declare one. ## 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. ``` # I love leo Marienplatz > local business in Rindermarkt 2, 80331, München, Munich. Phone 08924294187. ## Book or order directly - Menu: https://www.iloveleo.de/menu/ ## About - Website: https://www.iloveleo.de/ - 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, phone - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 570 of 2405 in Munich. Top 24% 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 | 96% | no | | Publish the menu or price list as HTML | 81% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 88% | yes | | Structured data with address, phone and hours | 40% | no | | Have an llms.txt | 25% | no | Nearest places in the index: La Burrita (C, 49 m, https://directindex.org/r/webflow.io); Opatija am Alten Peter (F, 54 m, https://directindex.org/r/opatija-easy.de); Berni's Nudelbrett (F, 54 m, https://directindex.org/r/bernisnudelbrett.de); Bernis Nudelbrett (F, 70 m, https://directindex.org/r/bernisnudelbrett.net); The Louis Grillroom (C, 70 m, https://directindex.org/r/louis-hotel.com); Café Glockenspiel (B, 80 m, https://directindex.org/r/cafe-glockenspiel.de); Wildmosers (D, 84 m, https://directindex.org/r/wildmosers.de); Sasou (D, 87 m, https://directindex.org/r/sasou.de); Resi Am Markt (C, 94 m, https://directindex.org/r/resi-am-markt.de); Der Spöckmeier (B, 106 m, https://directindex.org/r/der-spoeckmeier.de). ## 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 Munich and named 74 places. I love leo Marienplatz wasn't one of them. See who was named: https://directindex.org/city/munich/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 70.8%. See what an AI agent reads on this site: https://directindex.org/r/iloveleo.de/agent-view ## Businesses like I love leo Marienplatz in Munich | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Munich | 2405 | 51% | 24% | 70.8% | | Sites built with WordPress in Munich | 905 | 61% | 37% | 70.8% | The best of the sites built with WordPress in Munich: Atlantik Restaurant (A 96.3%, https://directindex.org/r/atlantik-muenchen.de); Hafez (A 96.3%, https://directindex.org/r/hafez-restaurant.de); Osteria der Katzlmacher (A 96.3%, https://directindex.org/r/der-katzlmacher.com); Casa Nostra (A 95.9%, https://directindex.org/r/casa-nostra-monaco.de); Ristorante ROMANS (A 95.9%, https://directindex.org/r/ristorante-romans.de). With the two fixes above (No booking or ordering link on the website; Structured data is incomplete), the score would be about 95.4%. That would be 24th of 2,405 in Munich, up from 570th. ## The direct record What agents get for I love leo Marienplatz, as JSON: https://directindex.org/api/direct/iloveleo.de - Book: none on record - Order: none on record - Menu: https://www.iloveleo.de/menu/ (html_page; from the scan) - Hours: none on record - Phone: 08924294187 - Stable links that count: https://directindex.org/go/iloveleo.de/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 | 19 | 25 | | Actionable | 2 | 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/iloveleo.de - 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/iloveleo.de/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/iloveleo.de/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=iloveleo.de&force=1