# Cleos: Agent-Direct Score B (83.1%) Site: https://www.cleospub.com/ Report: https://directindex.org/r/cleospub.com Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Cleos is mostly ready for agents. ## Direct links - Order directly: https://images.getbento.com/accounts/57ac1f5c1de6d9d3cd9d914743682973/media/J6TBiw2QjSSV7Cs1tKFA_Cleos%20Handshakes.pdf (through bentobox acting for the business) - Menu: https://www.cleospub.com/menus/ - Phone: +1-312-243-5600 ## What to fix first - **BentoBox's terms do not allow agents; a direct form on your own site would.** (+5 points) BentoBox's terms of service (5 January 2023) say you will not use automated means, including spiders, robots, crawlers or data mining tools, except search engines; no agent programme was found. Read 2026-10-15: https://getbento.com/terms. An agent that books or orders there acts against the vendor's terms; a form or booking page on your own domain has no such limit. 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, 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. ``` # Cleos > restaurant in West Chicago Avenue 1935 60622 Chicago, Chicago. Phone +1-312-243-5600. ## Book or order directly - Order: https://images.getbento.com/accounts/57ac1f5c1de6d9d3cd9d914743682973/media/J6TBiw2QjSSV7Cs1tKFA_Cleos%20Handshakes.pdf (through bentobox acting for the business) - Menu: https://www.cleospub.com/menus/ ## About - Website: https://www.cleospub.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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Structured data present (FoodEstablishment).** address, phone - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **Ordering through bentobox on your own domain.** No marketplace commission, and the guest stays yours. ## Where it stands 298 of 1561 in Chicago. Top 19% 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 | 100% | yes | | Publish the menu or price list as HTML | 97% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes | | Structured data with address, phone and hours | 52% | no | | Have an llms.txt | 19% | no | Nearest places in the index: Nettare (B, 53 m, https://directindex.org/r/barnettare.com); West Town Bakery & Diner (C, 63 m, https://directindex.org/r/westtownbakery.com); Homestead on the Roof (C, 70 m, https://directindex.org/r/homesteadontheroof.com); Sunrise Cafe (C, 144 m, https://directindex.org/r/sunrisecafechicago.com); Feld (D, 160 m, https://directindex.org/r/feldrestaurant.com); Lao Peng You 老朋友 (B, 167 m, https://directindex.org/r/oldfriendchicago.com); Yuzu Sushi + Robata Grill (B, 354 m, https://directindex.org/r/yuzuchicago.com); Greek Corner Gyros (D, 432 m, https://directindex.org/r/greekcornergyros.com); Kasama (B, 446 m, https://directindex.org/r/kasamachicago.com); A Tavola (B, 451 m, https://directindex.org/r/atavolachi.com). ## 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. Against its peers: Sites built with BentoBox 84% (96% A or B, 911 sites); Sites using BentoBox 83% (93% A or B, 343 sites); This site 83.1%. See what an AI agent reads on this site: https://directindex.org/r/cleospub.com/agent-view ## Businesses like Cleos in Chicago | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in Chicago | 1561 | 50% | 38% | 83.1% | | Built with BentoBox in Chicago | 71 | 85% | 96% | 83.1% | | Using BentoBox in Chicago | 22 | 83% | 100% | 83.1% | | Built with BentoBox and using BentoBox in Chicago | 22 | 83% | 100% | 83.1% | The best of Built with BentoBox and using BentoBox in Chicago: HIDE+SEEK (A 95.4%, https://directindex.org/r/hideandseekchicago.com); Mastro's Steakhouse (A 90.8%, https://directindex.org/r/mastrosrestaurants.com); Truth Be Told (A 90.8%, https://directindex.org/r/truthbetoldtavern.com); Miller’s Pub (A 87.7%, https://directindex.org/r/millerspub.com); Southern Chicago (A 87.7%, https://directindex.org/r/southernchicagorestaurant.com). With the two fixes above (BentoBox's terms do not allow agents; a direct form on your own site would; Structured data is incomplete) the score would be about 95.4%: 38th of 1,561 in Chicago, up from 298th. ## The direct record What agents get for Cleos, as JSON: https://directindex.org/api/direct/cleospub.com - Book: none on record - Order: https://images.getbento.com/accounts/57ac1f5c1de6d9d3cd9d914743682973/media/J6TBiw2QjSSV7Cs1tKFA_Cleos%20Handshakes.pdf (vendor on own site: BentoBox; found by the scan of 2026-10-14, not yet tested) - Menu: https://www.cleospub.com/menus/ (html_page; from the scan) - Hours: none on record - Phone: +1-312-243-5600 - Stable links that count: https://directindex.org/go/cleospub.com/order, https://directindex.org/go/cleospub.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): not measured - ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured - 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): not measured - Vendor terms for agents, BentoBox: No. BentoBox's terms of service (5 January 2023) say you will not use automated means, including spiders, robots, crawlers or data mining tools, except search engines; no agent programme was found. Read 2026-10-15: https://getbento.com/terms Not measured at this scan; the next scan measures it. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 19 | 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/cleospub.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: yes Deep report: https://directindex.org/r/cleospub.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off. Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=cleospub.com&force=1