# Piccino Presidio: Agent-Direct Score B (78.5%) Site: https://www.piccinopresidio.com/ Report: https://directindex.org/r/piccinopresidio.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.) Piccino Presidio is mostly ready for agents. ## Direct links - Order directly: https://order.toasttab.com/online/piccino-presidio-1-letterman-drive-building-d-suite-150 (through toast acting for the business) - Menu: https://www.piccinopresidio.com/menu - Phone: 4158244224 ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through resy.** (+5 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 - **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. ``` # Piccino Presidio > restaurant (italian) in San Francisco. Phone 4158244224. ## Book or order directly - Order: https://order.toasttab.com/online/piccino-presidio-1-letterman-drive-building-d-suite-150 (through toast acting for the business) - Menu: https://www.piccinopresidio.com/menu ## About - Website: https://www.piccinopresidio.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 (LocalBusiness).** but without address, phone or hours - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours. - **Toast lets agents act only through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that is not a partner cannot finish the step there; a direct path on your own domain works for all of them. ## Where it stands 283 of 1142 in San Francisco. Top 25% 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 | 94% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes | | Structured data with address, phone and hours | 48% | no | | Have an llms.txt | 13% | no | Nearest places with a similar menu: A16 (A, 525 m, https://directindex.org/r/a16pizza.com); Casario Ostaria (A, 1207 m, https://directindex.org/r/casaroosteria.com); Sorrel (B, 1210 m, https://directindex.org/r/sorrelrestaurant.com); The Tailor's Son (B, 1708 m, https://directindex.org/r/thetailorssonsf.com); Florio Bar & Café (B, 1804 m, https://directindex.org/r/floriosf.com); Clementina (B, 2246 m, https://directindex.org/r/clementinasf.com); Bella Trattoria (C, 2286 m, https://directindex.org/r/bellatrattoriasf.com); Limoncello (A, 2514 m, https://directindex.org/r/limoncellostogo.com); Che Fico (B, 2574 m, https://directindex.org/r/chefico.com); Napoli Pizza (B, 2835 m, https://directindex.org/r/napolipizzaofsf.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 Squarespace 65% (47% A or B, 7027 sites); Sites using Resy 69% (48% A or B, 582 sites); Sites using Toast 74% (62% A or B, 1823 sites); This site 78.5%. See what an AI agent reads on this site: https://directindex.org/r/piccinopresidio.com/agent-view ## Businesses like Piccino Presidio in San Francisco | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Same kind in San Francisco | 1142 | 50% | 40% | 78.5% | | Built with Squarespace in San Francisco | 185 | 74% | 67% | 78.5% | | Using Resy in San Francisco | 22 | 74% | 50% | 78.5% | | Built with Squarespace and using Resy in San Francisco | 5 | 68% | 40% | 78.5% | The best of Built with Squarespace and using Resy in San Francisco: Dragon Well (B 78.5%, https://directindex.org/r/dragonwell.com); Flour + Water Pizzeria (C 64.6%, https://directindex.org/r/fwpizzeria.com); Kin Khao (C 63.1%, https://directindex.org/r/kinkhao.com); Aiso (D 53.8%, https://directindex.org/r/welcometoaiso.com). With the two fixes above (Structured data is incomplete; Booking only through resy) the score would be about 95.4%: 15th of 1,142 in San Francisco, up from 283rd. ## The direct record What agents get for Piccino Presidio, as JSON: https://directindex.org/api/direct/piccinopresidio.com - Book: none on record - Order: https://order.toasttab.com/online/piccino-presidio-1-letterman-drive-building-d-suite-150 (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested) - Menu: https://www.piccinopresidio.com/menu (html_page; from the scan) - Hours: none on record - Phone: 4158244224 - Stable links that count: https://directindex.org/go/piccinopresidio.com/order, https://directindex.org/go/piccinopresidio.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, Toast: Partners only. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/ Not measured at this scan; the next scan measures it. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 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/piccinopresidio.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 Deep report: https://directindex.org/r/piccinopresidio.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=piccinopresidio.com&force=1