# PaperMill: Agent-Direct Score D (50.8%) Site: http://www.papermillfoods.com/ Report: https://directindex.org/r/papermillfoods.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.) PaperMill is hard for agents to use. An AI assistant can open PaperMill's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online. ## Direct links - Phone: +12672741230 - Address: 3401 Walnut St, 19104-6201, Philadelphia ## Nearby, also direct Places near PaperMill that take a booking or an order on their own website, with no marketplace in between. - Pod (320 m): https://directindex.org/r/starr-restaurants.com - Square on Square Contemporary Chinese Restaurant (1.6 km): https://directindex.org/r/squareonsquare.com - Asia on the Parkway (2.1 km): https://directindex.org/r/asiaparkwayphilly.com - Black Dragon Takeout (3.1 km): https://directindex.org/r/blackdragontakeout.com - Star Fusion Express (4.2 km): https://directindex.org/r/starfusionrestaurant.com ## What to fix first - **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. 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. ``` # PaperMill > local business (asian fusion) in 3401 Walnut St, 19104-6201, Philadelphia, Philadelphia. Phone +12672741230. ## About - Website: http://www.papermillfoods.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 ## Where it stands 1157 of 2163 in Philadelphia. Top 53% 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% | no | | Publish the menu or price list as HTML | 85% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 86% | yes | | Structured data with address, phone and hours | 67% | no | | Have an llms.txt | 26% | no | Nearest places with a similar menu: Pod (D, 324 m, https://directindex.org/r/starr-restaurants.com); Square on Square Contemporary Chinese Restaurant (A, 1632 m, https://directindex.org/r/squareonsquare.com); Asia on the Parkway (A, 2092 m, https://directindex.org/r/asiaparkwayphilly.com); Spice 28 (D, 2644 m, https://directindex.org/r/spice28.com); Black Dragon Takeout (C, 3091 m, https://directindex.org/r/blackdragontakeout.com); Star Fusion Express (A, 4150 m, https://directindex.org/r/starfusionrestaurant.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 22 everyday questions about Philadelphia and named 105 places. PaperMill wasn't one of them. See who was named: https://directindex.org/city/philadelphia/recommended Compared with its peers: Sites built with Squarespace 61% (41% A or B, 33756 sites); This site 50.8%. See what an AI agent reads on this site: https://directindex.org/r/papermillfoods.com/agent-view ## Businesses like PaperMill in Philadelphia | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Philadelphia | 2163 | 50% | 32% | 50.8% | | Sites built with Squarespace in Philadelphia | 200 | 67% | 49% | 50.8% | The best of the sites built with Squarespace in Philadelphia: Little Fish (A 95.4%, https://directindex.org/r/littlefishbyob.com); Tria (A 95%, https://directindex.org/r/triaphilly.com); Urban Village Brewing Company (A 95%, https://directindex.org/r/urbanvillagebrewing.com); Aqimero by Chef Richard Sandoval (A 93.8%, https://directindex.org/r/aqimero.com); DK Sushi (A 93.8%, https://directindex.org/r/eatyour.fish). With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 58th of 2,163 in Philadelphia, up from 1157th. ## The direct record What agents get for PaperMill, as JSON: https://directindex.org/api/direct/papermillfoods.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +12672741230 ## 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 | 8 | 25 | | Actionable | 0 | 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/papermillfoods.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/papermillfoods.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/papermillfoods.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=papermillfoods.com&force=1