# Clem's: Agent-Direct Score D (41.5%) Site: http://www.clemsbrooklyn.com/ Report: https://directindex.org/r/clemsbrooklyn.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Clem's is hard for agents to use. An AI assistant can open Clem's's website. It can read what Clem's offers. It can't find a link to book or order online. ## Direct links - Menu: http://www.clemsbrooklyn.com/menu/ - Phone: +1-718-387-9617 - Address: Grand Street 264 11211 Brooklyn - Hours, from OpenStreetMap · Overture Maps: Mon–Fri 14:00–04:00; Sat–Sun closed ## 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 booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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. ``` # Clem's > bar or pub in Grand Street 264 11211 Brooklyn, New York cafes and bars. Phone +1-718-387-9617. ## Book or order directly - Menu: http://www.clemsbrooklyn.com/menu/ ## Opening hours Mo-Fr 14:00-04:00 ## About - Website: http://www.clemsbrooklyn.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. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 2461 of 4076 in New York cafes and bars. Top 60% 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 | 97% | no | | Publish the menu or price list as HTML | 95% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 36% | no | | Have an llms.txt | 22% | no | Nearest places in the index: Cafe Bureau (F, 44 m, https://directindex.org/r/bureau.cafe); PPL (C, 48 m, https://directindex.org/r/pplnyc.com); Maracuya (C, 65 m, https://directindex.org/r/maracujabk.com); Femme Fontain BK (F, 74 m, https://directindex.org/r/femmefontainebk.com); Patio Tropical (C, 77 m, https://directindex.org/r/studiotropicalnyc.com); Dardy Bar (F, 85 m, https://directindex.org/r/dardybar.com); Bar Below Rye (F, 89 m, https://directindex.org/r/ryerestaurant.com); Daymoves (F, 105 m, https://directindex.org/r/daymovesbk.com); The Four Horsemen (F, 107 m, https://directindex.org/r/fourhorsemenbk.com); Pedro's Kitchen and Brew (F, 109 m, https://directindex.org/r/pedroskitchenandbrew.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. Compared with its peers: Sites built with BentoBox 84% (94% A or B, 1285 sites); This site 41.5%. See what an AI agent reads on this site: https://directindex.org/r/clemsbrooklyn.com/agent-view ## Businesses like Clem's in New York cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York cafes and bars | 4076 | 48% | 26% | 41.5% | | Sites built with BentoBox in New York cafes and bars | 234 | 80% | 82% | 41.5% | The best of the sites built with BentoBox in New York cafes and bars: Cool Sips - Rock Center (A 100%, https://directindex.org/r/coolsips.love); Dolly's (A 100%, https://directindex.org/r/dollys51.com); Judy Z's Sports Tavern & Kitchen (A 100%, https://directindex.org/r/judyznyc.com); KOUKLA ESPRESSO BAR (A 100%, https://directindex.org/r/kouklaespressobar.com); Valerie (A 100%, https://directindex.org/r/valerienewyorkcity.com). With the three fixes above (No structured data for the business; No booking or ordering link on the website; No working HTTPS), the score would be about 92.3%. That would be 111th of 4,076 in New York cafes and bars, up from 2461st. ## The direct record What agents get for Clem's, as JSON: https://directindex.org/api/direct/clemsbrooklyn.com - Book: none on record - Order: none on record - Menu: http://www.clemsbrooklyn.com/menu/ (html_page; from the scan) - Hours: Mo-Fr 14:00-04:00 (open now) (from OpenStreetMap) - Phone: +1-718-387-9617 - Stable links that count: https://directindex.org/go/clemsbrooklyn.com/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 | 20 | 25 | | Readable | 7 | 25 | | Actionable | 0 | 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/clemsbrooklyn.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: 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/clemsbrooklyn.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/clemsbrooklyn.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=clemsbrooklyn.com&force=1