# The Blue Light: Agent-Direct Score B (73.8%) Site: https://bluelightsf.com/ Report: https://directindex.org/r/bluelightsf.com Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) The Blue Light is mostly ready for agents. An AI assistant can open The Blue Light's website. It can read what The Blue Light offers. It finds a way to book or order directly, through forms.gle. ## Direct links - Order directly: https://bluelightsf.com/order (on the business's own site) - Menu: https://bluelightsf.com/menu - Phone: +14157469998 - Address: 1979 Union St, 94123, San Francisco ## Nearby, also direct Places near The Blue Light that take a booking or an order on their own website, with no marketplace in between. - Union Street Ale House (30 m): https://directindex.org/r/unionstreetalehouse.com - Palm House (100 m): https://directindex.org/r/palmhousesf.com - Roaming Goat (210 m): https://directindex.org/r/roaminggoatsf.com - Avotoasty (260 m): https://directindex.org/r/avotoasty.com ## What to fix first - **No structured data for the business.** (+14 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 - **Booking through an unrecognised third party.** (no points, but worth doing) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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. ``` # The Blue Light > local business in 1979 Union St, 94123, San Francisco, San Francisco cafes and bars. Phone +14157469998. ## Book or order directly - Order: https://bluelightsf.com/order (on the business's own site) - Menu: https://bluelightsf.com/menu ## About - Website: https://bluelightsf.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. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 198 of 1053 in San Francisco cafes and bars. Top 19% 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 | 98% | yes | | Publish the menu or price list as HTML | 83% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 32% | no | | Have an llms.txt | 25% | no | Nearest places in the index: Union Street Ale House (B, 32 m, https://directindex.org/r/unionstreetalehouse.com); Left Door (A, 92 m, https://directindex.org/r/leftdoor.com); Palm House (A, 96 m, https://directindex.org/r/palmhousesf.com); Müesi Cafe (F, 111 m, https://directindex.org/r/muesi.com); Ottimista Enoteca-Café (D, 192 m, https://directindex.org/r/ottimistasf.com); Roaming Goat (B, 205 m, https://directindex.org/r/roaminggoatsf.com); Avotoasty (B, 263 m, https://directindex.org/r/avotoasty.com); Telve Cafe (F, 275 m, https://directindex.org/r/telvecafe.com); Deck The Halls (C, 277 m, https://directindex.org/r/dthalls.com); The Brick Yard (F, 280 m, https://directindex.org/r/brickyardsf.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. See what an AI agent reads on this site: https://directindex.org/r/bluelightsf.com/agent-view ## Businesses like The Blue Light in San Francisco cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in San Francisco cafes and bars | 1053 | 48% | 24% | 73.8% | The best of the businesses of the same kind in San Francisco cafes and bars: Daily Grill (A 100%, https://directindex.org/r/dailygrill.com); The Green Heron (A 100%, https://directindex.org/r/greenheronsf.com); Hardwood Bar and Smokery (A 96.9%, https://directindex.org/r/hardwoodsf.com); Bluestone Lane (A 96.3%, https://directindex.org/r/bluestonelane.com); Boudin (A 96.3%, https://directindex.org/r/boudinbakery.com). With the fix above (No structured data for the business), the score would be about 95.4%. That would be 6th of 1,053 in San Francisco cafes and bars, up from 198th. ## The direct record What agents get for The Blue Light, as JSON: https://directindex.org/api/direct/bluelightsf.com - Book: none on record - Order: https://bluelightsf.com/order (own site; found by the scan of 2026-10-24, not yet tested) - Menu: https://bluelightsf.com/menu (html_page; from the scan) - Hours: none on record - Phone: +14157469998 - Stable links that count: https://directindex.org/go/bluelightsf.com/order, https://directindex.org/go/bluelightsf.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 Found one hop past the home page: contact page /contact: booking link (other). ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 25 | | Actionable | 15 | 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/bluelightsf.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/bluelightsf.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/bluelightsf.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=bluelightsf.com&force=1