# Panda Boba: Agent-Direct Score C (66.2%) Site: http://www.pandaboba.com Report: https://directindex.org/r/pandaboba.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.) Panda Boba is partly visible to agents. An AI assistant can open Panda Boba's website. It can read what Panda Boba offers. It finds a way to book or order directly, through Square. ## Direct links - Order directly: https://panda-boba-inc.square.site/ (through square acting for the business) - Menu: https://pandaboba.com/menu/ - Phone: +14154687788 - Address: 2763 San Bruno Ave, 94134, San Francisco ## Nearby, also direct Places near Panda Boba that take a booking or an order on their own website, with no marketplace in between. - Gratta Wines (1000 m): https://directindex.org/r/grattawines.com - The Den By Craftsman And Wolves (1 km): https://directindex.org/r/craftsman-wolves.com - Lucky Horseshoe (1.8 km): https://directindex.org/r/theluckyhorseshoebar.com - Happy Moose Juice (2.1 km): https://directindex.org/r/happymoose.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 - **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. ``` # Panda Boba > local business in 2763 San Bruno Ave, 94134, San Francisco, San Francisco cafes and bars. Phone +14154687788. ## Book or order directly - Order: https://panda-boba-inc.square.site/ (through square acting for the business) - Menu: https://pandaboba.com/menu/ ## About - Website: http://www.pandaboba.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 through square on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 302 of 1053 in San Francisco cafes and bars. Top 29% 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: Out The Road (F, 179 m, https://directindex.org/r/outtheroadsf.com); La Nueva Bota (F, 461 m, https://directindex.org/r/lanuevabota.com); Gratta Wines (A, 995 m, https://directindex.org/r/grattawines.com); The Den By Craftsman And Wolves (C, 1027 m, https://directindex.org/r/craftsman-wolves.com); Old Skool Cafe (B, 1383 m, https://directindex.org/r/oldskoolcafe.org); Sequoia Sake tasting room (F, 1510 m, https://directindex.org/r/sequoiasake.com); Aroma Buena Cafe (D, 1582 m, https://directindex.org/r/aromabuena.com); Lucky Horseshoe (C, 1826 m, https://directindex.org/r/theluckyhorseshoebar.com); Holy Water (C, 1919 m, https://directindex.org/r/holywatersf.com); Happy Moose Juice (C, 2060 m, https://directindex.org/r/happymoose.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. The assistants were asked 12 everyday questions about San Francisco cafes and bars and named 66 places. Panda Boba wasn't one of them. See who was named: https://directindex.org/city/san-francisco-cafes-bars/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); Sites using Square 65% (41% A or B, 5073 sites); This site 66.2%. See what an AI agent reads on this site: https://directindex.org/r/pandaboba.com/agent-view ## Businesses like Panda Boba 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% | 66.2% | | Sites built with WordPress in San Francisco cafes and bars | 180 | 56% | 27% | 66.2% | | Sites using Square in San Francisco cafes and bars | 54 | 66% | 35% | 66.2% | | Sites built with WordPress and using Square in San Francisco cafes and bars | 8 | 67% | 25% | 66.2% | The best of the sites built with WordPress and using Square in San Francisco cafes and bars: Bi-Rite Cafe (B 84.6%, https://directindex.org/r/biritemarket.com); Sip Tea Room (B 72.3%, https://directindex.org/r/siptearoom.com); The Alembic (C 68.2%, https://directindex.org/r/alembicsf.com); Farley's (C 67.7%, https://directindex.org/r/farleyscoffee.com); Alamo Square Cafe (C 64.6%, https://directindex.org/r/alamosquarecafe.com). With the fix above (No structured data for the business), the score would be about 87.7%. That would be 43rd of 1,053 in San Francisco cafes and bars, up from 302nd. ## The direct record What agents get for Panda Boba, as JSON: https://directindex.org/api/direct/pandaboba.com - Book: none on record - Order: https://panda-boba-inc.square.site/ (vendor on own site: Square; found by the scan of 2026-10-24, not yet tested) - Menu: https://pandaboba.com/menu/ (html_page; from the scan) - Hours: none on record - Phone: +14154687788 - Stable links that count: https://directindex.org/go/pandaboba.com/order, https://directindex.org/go/pandaboba.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): yes - Vendor terms for agents, Square: Yes. Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 8 | 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/pandaboba.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/pandaboba.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/pandaboba.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 ยท Rescan now: https://directindex.org/scan?url=pandaboba.com&force=1