# Café Dear Leon: Agent-Direct Score D (48.8%) Site: http://cafedearleon.com Report: https://directindex.org/r/cafedearleon.com Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Café Dear Leon is hard for agents to use. Some AI assistants are turned away by Café Dear Leon's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through Square. ## Direct links - Order directly: https://cafe-dear-leon.square.site/ (through square acting for the business) - Phone: +16673359160 - Address: 2929 O'Donnell St, Baltimore 21224 ## Nearby, also direct Places near Café Dear Leon that take a booking or an order on their own website, with no marketplace in between. - Cup Love (50 m): https://directindex.org/r/cup-love.com - Southern Provisions (70 m): https://directindex.org/r/sopro-baltimore.com - Canton Square (100 m): https://directindex.org/r/baltimore.org - The Worthington (100 m): https://directindex.org/r/theworthingtonbaltimore.com - Speakeasy Saloon Dining House (120 m): https://directindex.org/r/speakeasysaloon.com ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **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 - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **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. ``` # Café Dear Leon > local business in 2929 O'Donnell St, Baltimore 21224, Baltimore cafes and bars. Phone +16673359160. ## Book or order directly - Order: https://cafe-dear-leon.square.site/ (through square acting for the business) ## About - Website: http://cafedearleon.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 main AI user agents. - **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 166 of 292 in Baltimore cafes and bars. Top 57% 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% | yes | | Publish the menu or price list as HTML | 93% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 97% | no | | Structured data with address, phone and hours | 23% | no | | Have an llms.txt | 17% | no | Nearest places in the index: Cup Love (D, 54 m, https://directindex.org/r/cup-love.com); Claddagh Pub (C, 65 m, https://directindex.org/r/claddaghbaltimore.com); Southern Provisions (B, 70 m, https://directindex.org/r/sopro-baltimore.com); Looney's Pub (F, 95 m, https://directindex.org/r/looneyspubmd.com); Canton Square (B, 97 m, https://directindex.org/r/baltimore.org); The Worthington (D, 103 m, https://directindex.org/r/theworthingtonbaltimore.com); Speakeasy Saloon Dining House (B, 115 m, https://directindex.org/r/speakeasysaloon.com); Portside (A, 143 m, https://directindex.org/r/portsidetavern.com); Mahaffey's Pub (F, 343 m, https://directindex.org/r/mahaffeyspub.com); The Canton Local (F, 369 m, https://directindex.org/r/sbcanton.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. Recommended when people ask: "The best specialty coffee in town, open right now." (ChatGPT) Compared with its peers: Sites built with WordPress 55% (25% A or B, 270003 sites); Sites using Square 66% (44% A or B, 6607 sites); This site 48.8%. See what an AI agent reads on this site: https://directindex.org/r/cafedearleon.com/agent-view ## Named by ChatGPT for "The best specialty coffee in town, open right now" in Baltimore cafes and bars, November 2026 - "The best specialty coffee in town, open right now." (2026-11-13): ChatGPT with a link to this site. https://directindex.org/city/baltimore-cafes-bars/recommended/specialty-coffee Named by 1 of 2 assistants asked. Badge: https://directindex.org/badge/named/cafedearleon.com.svg ## Businesses like Café Dear Leon in Baltimore cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Baltimore cafes and bars | 292 | 50% | 25% | 48.8% | | Sites built with WordPress in Baltimore cafes and bars | 63 | 54% | 24% | 48.8% | | Sites using Square in Baltimore cafes and bars | 13 | 57% | 23% | 48.8% | | Sites built with WordPress and using Square in Baltimore cafes and bars | 4 | 61% | 25% | 48.8% | The best of the sites built with WordPress and using Square in Baltimore cafes and bars: Peabody Heights Brewery Tasting Room (B 70%, https://directindex.org/r/peabodyheightsbrewery.com); Harford House (C 63.8%, https://directindex.org/r/harfordfamilyhouse.org); Dear Globe Coffee (C 62.5%, https://directindex.org/r/dearglobecoffee.com). With the three fixes above (No structured data for the business; No menu or price list found; The server turns AI crawlers away at the door), the score would be about 87.7%. That would be 13th of 292 in Baltimore cafes and bars, up from 166th. ## The direct record What agents get for Café Dear Leon, as JSON: https://directindex.org/api/direct/cafedearleon.com - Book: none on record - Order: https://cafe-dear-leon.square.site/ (vendor on own site: Square; found by the scan of 2026-11-13, not yet tested) - Menu: none on record - Hours: none on record - Phone: +16673359160 - Stable links that count: https://directindex.org/go/cafedearleon.com/order ## 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): yes - Vendor terms for agents, Square: Yes. Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 21.7 | 25 | | Readable | 0 | 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/cafedearleon.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/cafedearleon.com/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/cafedearleon.com/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=cafedearleon.com&force=1