# Lookout: Agent-Direct Score D (53.8%) Site: http://www.lookoutsf.com Report: https://directindex.org/r/lookoutsf.com 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.) Lookout is hard for agents to use. ## Direct links - Menu: https://www.lookoutsf.com/menus ## 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). 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 - **Booking only through eventbrite.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Eventbrite's terms do not allow agents; a direct form on your own site would.** (+12 points) Eventbrite's terms of service (20 August 2025), section 13.1: users agree not to scrape, crawl or employ any automated means to extract data from the sites; the separate API terms cover developer apps, not agent booking. Read 2026-10-15: https://www.eventbrite.com/help/en-us/articles/251210/eventbrite-terms-of-service/. 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 - **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. ``` # Lookout > bar or pub in 16th Street 3600 San Francisco, San Francisco cafes and bars. ## Book or order directly - Menu: https://www.lookoutsf.com/menus ## About - Website: http://www.lookoutsf.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.** There is no robots.txt, which allows everything. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Menu or price list is an HTML page.** Agents can read items and prices directly. ## Since the scan of 2026-10-14 (D then) - Fixed: No booking or ordering path at all - New: Booking only through a marketplace; The booking vendor's terms did not allow agents ## Where it stands 269 of 478 in San Francisco cafes and bars. Top 56% 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 | 98% | no | | Publish the menu or price list as HTML | 79% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes | | Structured data with address, phone and hours | 23% | no | | Have an llms.txt | 15% | no | Nearest places in the index: Oishii Matcha (F, 44 m, https://directindex.org/r/oishiimatcha.com); Hi Tops (B, 148 m, https://directindex.org/r/hitopsbar.com); Rikki's (B, 190 m, https://directindex.org/r/rikkisbarsf.com); Twin Peaks Tavern (F, 264 m, https://directindex.org/r/twinpeakstavern.com); QBar (D, 352 m, https://directindex.org/r/qbar-sf.com); Cafe Josephine (C, 408 m, https://directindex.org/r/randallmuseum.org); Spro (F, 445 m, https://directindex.org/r/sprocoffeelab.com); Last Rites (B, 512 m, https://directindex.org/r/lastritesbar.com); Churchill (C, 530 m, https://directindex.org/r/churchillsf.com); Cervecería de MateVeza (F, 550 m, https://directindex.org/r/woodsbeer.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. Score over 2 scans since 2026-10-14: 2026-10-14 49%, 2026-10-15 54%. Against its peers: Sites using Eventbrite 54% (20% A or B, 45 sites); This site 53.8%. See what an AI agent reads on this site: https://directindex.org/r/lookoutsf.com/agent-view Read by AI agents 8 times this month (ClaudeBot 8). ## Businesses like Lookout in San Francisco cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in San Francisco cafes and bars | 478 | 47% | 25% | 53.8% | | Using Eventbrite in San Francisco cafes and bars | 5 | 58% | 20% | 53.8% | The best of Using Eventbrite in San Francisco cafes and bars: Novela (B 73.8%, https://directindex.org/r/novelasf.com); Chile Lindo (C 66.2%, https://directindex.org/r/chilelindo.com); Manny's (C 55.4%, https://directindex.org/r/welcometomannys.com); QBar (D 43.1%, https://directindex.org/r/qbar-sf.com). With the three fixes above (No structured data for the business; Booking only through eventbrite; Eventbrite's terms do not allow agents; a direct form on your own site would) the score would be about 100%: first of 478 in San Francisco cafes and bars. ## The direct record What agents get for Lookout, as JSON: https://directindex.org/api/direct/lookoutsf.com - Book: none on record - Order: none on record - Menu: https://www.lookoutsf.com/menus (html_page; from the scan) - Hours: none on record - Phone: none on record - Stable links that count: https://directindex.org/go/lookoutsf.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 - Vendor terms for agents, Eventbrite: No. Eventbrite's terms of service (20 August 2025), section 13.1: users agree not to scrape, crawl or employ any automated means to extract data from the sites; the separate API terms cover developer apps, not agent booking. Read 2026-10-15: https://www.eventbrite.com/help/en-us/articles/251210/eventbrite-terms-of-service/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 7 | 25 | | Actionable | 3 | 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/lookoutsf.com - 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: yes - WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md) - JSON-LD for the business: no Deep report: https://directindex.org/r/lookoutsf.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=lookoutsf.com&force=1