# Bob & Thoms: Agent-Direct Score D (44.2%) Site: http://www.bobthoms.berlin Report: https://directindex.org/r/bobthoms.berlin Scanned: 2026-10-15 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Bob & Thoms is hard for agents to use. Some AI assistants are turned away by the website of Bob & Thoms. What Bob & Thoms offers is in a PDF or an image, which assistants read poorly. It finds no link to book or order online, only a phone number. ## Direct links - Menu: https://www.bobthoms.berlin/speisen.pdf - Phone: +493020929492 ## 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). 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 - **No booking or ordering link on the website.** (+13 points) Only a phone number or WhatsApp, which agents cannot use yet. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **The server turns AI crawlers away at the door.** (+3.3 points) Live fetches as PerplexityBot (http_503) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **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. ``` # Bob & Thoms > local business (european) in Welserstraße 10-12, 10777, Berlin, Berlin. Phone +493020929492. ## Book or order directly - Menu: https://www.bobthoms.berlin/speisen.pdf ## About - Website: http://www.bobthoms.berlin - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **robots.txt lets AI crawlers in.** There is no robots.txt, which allows everything. ## Where it stands 2516 of 4748 in Berlin. Top 53% 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 | 84% | no | | Publish the menu or price list as HTML | 75% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 83% | no | | Structured data with address, phone and hours | 41% | no | | Have an llms.txt | 26% | no | Nearest places in the index: Osteria Ribaltone (C, 96 m, https://directindex.org/r/ribaltone.de); Potemkin (C, 96 m, https://directindex.org/r/restaurant-potemkin.berlin); Kolonja (B, 106 m, https://directindex.org/r/restaurantkolonja.de); Donath & Roch (F, 106 m, https://directindex.org/r/donathroch.de); Saigon And More (F, 119 m, https://directindex.org/r/saigonandmore.de); Tianfuzius (C, 152 m, https://directindex.org/r/tianfuzius.de); Ristorante Ponte (F, 229 m, https://directindex.org/r/ponte-ristorante.de); Goji (C, 232 m, https://directindex.org/r/goji-berlin.de); Feinberg's (A, 237 m, https://directindex.org/r/feinbergs.de); Trattoria á Muntagnola (D, 258 m, https://directindex.org/r/trattoria-muntagnola.de). ## 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. See what an AI agent reads on this site: https://directindex.org/r/bobthoms.berlin/agent-view ## Businesses like Bob & Thoms in Berlin | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Berlin | 4748 | 46% | 19% | 44.2% | The best of the businesses of the same kind in Berlin: Bavarian (A 100%, https://directindex.org/r/bavarianrestaurant.de); Berlin Neu Hohenschönhausen (A 100%, https://directindex.org/r/burgerme.de); Dante (A 100%, https://directindex.org/r/nuovodante.de); Eosander (A 100%, https://directindex.org/r/palace-restaurant.de); Gasthaus Figl (A 100%, https://directindex.org/r/gasthaus-figl.de). With the three fixes above (No structured data for the business; No booking or ordering link on the website; The server turns AI crawlers away at the door) the score would be about 90.8%: 83rd of 4,748 in Berlin, up from 2516th. ## The direct record What agents get for Bob & Thoms, as JSON: https://directindex.org/api/direct/bobthoms.berlin - Book: none on record - Order: none on record - Menu: https://www.bobthoms.berlin/speisen.pdf (pdf; from the scan) - Hours: none on record - Phone: +493020929492 - Stable links that count: https://directindex.org/go/bobthoms.berlin/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 | 21.7 | 25 | | Readable | 5 | 25 | | Actionable | 2 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/bobthoms.berlin - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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/bobthoms.berlin/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/bobthoms.berlin/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=bobthoms.berlin&force=1