# Mr. Green Bubble: Agent-Direct Score B (84.6%) Site: http://www.greenbubblecafe.com Report: https://directindex.org/r/mrgreenbubble.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.) Mr. Green Bubble is mostly ready for agents. An AI assistant can open Mr. Green Bubble's website. It can read what Mr. Green Bubble offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://www.mrgreenbubble.com/locations (on the business's own site) - Menu: https://www.mrgreenbubble.com/menu - Phone: (415) 349-4407 - Address: 1330 Ocean Ave, 94112, San Francisco ## Nearby, also direct Places near Mr. Green Bubble that take a booking or an order on their own website, with no marketplace in between. - Ocean Wine Bar (220 m): https://directindex.org/r/wholefoodsmarket.com - D'Maize (390 m): https://directindex.org/r/dmaize.com - Turo Cafe and Grill (1 km): https://directindex.org/r/turocafeandgrill.com - The Check-In Lounge (1.4 km): https://directindex.org/r/checkinsf.com ## What to fix first - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **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 ## What the site tells visitors (Measured, not scored) - **The footer says © 2024.** Visitors and assistants may read that year as the last time anyone looked after the site. In San Francisco, 71% of comparable sites that show a year say 2025 or later. ## 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. ``` # Mr. Green Bubble > local business in 1330 Ocean Ave, 94112, San Francisco, San Francisco cafes and bars. Phone (415) 349-4407. ## Book or order directly - Order: https://www.mrgreenbubble.com/locations (on the business's own site) - Menu: https://www.mrgreenbubble.com/menu ## About - Website: http://www.greenbubblecafe.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. - **Structured data found (LocalBusiness).** no address, phone or hours in it - **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 92 of 1053 in San Francisco cafes and bars. Top 9% 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: Lucky Ocean Cafe (F, 116 m, https://directindex.org/r/nordensfolkekoekken.dk); Diamond Coffee N' Pastry (F, 211 m, https://directindex.org/r/diamondbeans.com); Ocean Wine Bar (D, 223 m, https://directindex.org/r/wholefoodsmarket.com); The Ave Bar (C, 225 m, https://directindex.org/r/theavebar.com); D'Maize (A, 389 m, https://directindex.org/r/dmaize.com); Machu Picchu Cafe (D, 960 m, https://directindex.org/r/cafemp.com); Turo Cafe and Grill (C, 1028 m, https://directindex.org/r/turocafeandgrill.com); Blue House Café (C, 1330 m, https://directindex.org/r/bluehousecafesf.com); The Check-In Lounge (F, 1387 m, https://directindex.org/r/checkinsf.com); FrosTea Boba Tea and Shaved Snow Cafe (C, 1654 m, https://directindex.org/r/orderfrostea.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 Squarespace 61% (41% A or B, 32150 sites); This site 84.6%. See what an AI agent reads on this site: https://directindex.org/r/mrgreenbubble.com/agent-view ## Businesses like Mr. Green Bubble 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% | 84.6% | | Sites built with Squarespace in San Francisco cafes and bars | 239 | 66% | 42% | 84.6% | The best of the sites built with Squarespace in San Francisco cafes and bars: The Green Heron (A 100%, https://directindex.org/r/greenheronsf.com); Mezcalito (A 95.4%, https://directindex.org/r/mezcalitosf.com); The Red Tail (A 95.4%, https://directindex.org/r/redtailsf.com); Casements (A 93.8%, https://directindex.org/r/casementsbar.com); Gratta Wines (A 93.8%, https://directindex.org/r/grattawines.com). With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 6th of 1,053 in San Francisco cafes and bars, up from 92nd. ## The direct record What agents get for Mr. Green Bubble, as JSON: https://directindex.org/api/direct/mrgreenbubble.com - Book: none on record - Order: https://www.mrgreenbubble.com/locations (own site; found by the scan of 2026-10-24, not yet tested) - Menu: https://www.mrgreenbubble.com/menu (html_page; from the scan) - Hours: none on record - Phone: (415) 349-4407 - Stable links that count: https://directindex.org/go/mrgreenbubble.com/order, https://directindex.org/go/mrgreenbubble.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 | 25 | 25 | | Readable | 15 | 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/mrgreenbubble.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: yes Keep watching this business (https://directindex.org/r/mrgreenbubble.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/mrgreenbubble.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=mrgreenbubble.com&force=1