# Pie in the Sky: Agent-Direct Score C (69.2%) Site: http://www.pieintheskybaltimore.com/ Report: https://directindex.org/r/pieintheskybaltimore.com Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Pie in the Sky is partly visible to agents. An AI assistant can open Pie in the Sky's website. What Pie in the Sky offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly, through Toast. ## Direct links - Order directly: https://www.toasttab.com/pie-in-the-sky/v2/online-order#!/order (through toast acting for the business) - Menu: https://www.pieintheskybaltimore.com/wp-content/uploads/2025/02/pie-regular-menu.pdf - Phone: +1 410-522-3222 - Address: 716 South Broadway, Baltimore, MD 21231-2974 - Outdoor seating (OpenStreetMap) ## Nearby, also direct Places near Pie in the Sky that take a booking or an order on their own website, with no marketplace in between. - Hot Tomato's (50 m): https://directindex.org/r/hottomatoes.com - Little Donna's (490 m): https://directindex.org/r/littledonnas.com - Kneads (530 m): https://directindex.org/r/kneadsbakeshop.com - Krave Fusion Foods ( Pizza Pasta Wrap Taco Wings Sub Salad Dessert) (550 m): https://directindex.org/r/kravefusionfoods.com - Johnny Rad's Pizzeria Tavern (690 m): https://directindex.org/r/johnnyrads.com ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai - **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. ``` # Pie in the Sky > restaurant (pizza) in 716 South Broadway, Baltimore, MD 21231-2974, Baltimore. Phone +1 410-522-3222. ## Book or order directly - Order: https://www.toasttab.com/pie-in-the-sky/v2/online-order#!/order (through toast acting for the business) - Menu: https://www.pieintheskybaltimore.com/wp-content/uploads/2025/02/pie-regular-menu.pdf ## About - Website: http://www.pieintheskybaltimore.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 (Organization).** no address, phone or hours in it - **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours. - **Toast works with agents 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. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them. ## Where it stands 337 of 873 in Baltimore. Top 39% 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 | 100% | yes | | Publish the menu or price list as HTML | 90% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 92% | yes | | Structured data with address, phone and hours | 65% | no | | Have an llms.txt | 34% | no | Nearest places with a similar menu: Lucia Pizza (C, 27 m, https://directindex.org/r/lucias.com); Hot Tomato's (B, 50 m, https://directindex.org/r/hottomatoes.com); Brick Oven Pizza (F, 64 m, https://directindex.org/r/boppizza.com); Two Guys Pizza (F, 452 m, https://directindex.org/r/twoguyspizzamenu.com); Little Donna's (A, 492 m, https://directindex.org/r/littledonnas.com); Kneads (C, 529 m, https://directindex.org/r/kneadsbakeshop.com); Krave Fusion Foods ( Pizza Pasta Wrap Taco Wings Sub Salad Dessert) (D, 546 m, https://directindex.org/r/kravefusionfoods.com); The Italian Disco (C, 563 m, https://directindex.org/r/theitaliandisco.com); California Pizza and Wings 2 (F, 630 m, https://directindex.org/r/ordercpw.com); Johnny Rad's Pizzeria Tavern (D, 690 m, https://directindex.org/r/johnnyrads.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. Recommended when people ask: "Best pizza delivered to where I'm staying, right now." (ChatGPT) Compared with its peers: Sites built with WordPress 55% (24% A or B, 259325 sites); Sites using Toast 73% (62% A or B, 7521 sites); This site 69.2%. See what an AI agent reads on this site: https://directindex.org/r/pieintheskybaltimore.com/agent-view ## Named by ChatGPT for "Best pizza delivered to where I'm staying, right now" in Baltimore, November 2026 - "Best pizza delivered to where I'm staying, right now." (2026-11-13): ChatGPT with a link to this site. https://directindex.org/city/baltimore/recommended/pizza-delivery Named by 1 of 2 assistants asked. Badge: https://directindex.org/badge/named/pieintheskybaltimore.com.svg ## Businesses like Pie in the Sky in Baltimore | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Baltimore | 873 | 55% | 38% | 69.2% | | Sites built with WordPress in Baltimore | 175 | 63% | 36% | 69.2% | | Sites using Toast in Baltimore | 153 | 72% | 59% | 69.2% | | Sites built with WordPress and using Toast in Baltimore | 47 | 69% | 45% | 69.2% | The best of the sites built with WordPress and using Toast in Baltimore: NiHao (A 94.9%, https://directindex.org/r/nihaobaltimore.com); Tamber’s (A 92.3%, https://directindex.org/r/tambersrestaurant.com); Facci (A 86.2%, https://directindex.org/r/faccirestaurant.com); Harbor Tandoor (A 86.2%, https://directindex.org/r/harbortandoor.com); Jimmy's Famous Seafood (A 86.2%, https://directindex.org/r/jimmysfamousseafood.com). With the three fixes above (Structured data is incomplete; No working HTTPS; Menu or price list is a PDF), the score would be about 87.7%. That would be 85th of 873 in Baltimore, up from 337th. ## The direct record What agents get for Pie in the Sky, as JSON: https://directindex.org/api/direct/pieintheskybaltimore.com - Book: none on record - Order: https://www.toasttab.com/pie-in-the-sky/v2/online-order#!/order (vendor on own site: Toast; found by the scan of 2026-11-13, not yet tested) - Menu: https://www.pieintheskybaltimore.com/wp-content/uploads/2025/02/pie-regular-menu.pdf (pdf; from the scan) - Hours: none on record - Phone: +1 410-522-3222 - Stable links that count: https://directindex.org/go/pieintheskybaltimore.com/order, https://directindex.org/go/pieintheskybaltimore.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 (Toast): yes - Vendor terms for agents, Toast: Through 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/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 22 | 25 | | Readable | 13 | 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/pieintheskybaltimore.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/pieintheskybaltimore.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/pieintheskybaltimore.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=pieintheskybaltimore.com&force=1