# Kelley Square Pub: Agent-Direct Score D (47.7%) Site: https://www.kelleyssquarepub.com/ Report: https://directindex.org/r/kelleyssquarepub.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.) Kelley Square Pub is hard for agents to use. An AI assistant can open the website of Kelley Square Pub. It finds no menu or price list, so it answers from other sites. It finds a way to book or order directly, through togoorder.com. ## Direct links - Phone: +1 617 567-4627 ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps - **No menu or price list found.** (+7 points) Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **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. ``` # Kelley Square Pub > bar or pub in Bennington Street 84 02128 East Boston, Boston cafes and bars. Phone +1 617 567-4627. ## About - Website: https://www.kelleyssquarepub.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. ## Where it stands 177 of 246 in Boston cafes and bars. Top 72% 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% | no | | Publish the menu or price list as HTML | 92% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes | | Structured data with address, phone and hours | 28% | no | | Have an llms.txt | 8% | no | Nearest places in the index: Downeast Cider (C, 1354 m, https://directindex.org/r/downeastcider.com); Café Amalfi (B, 1652 m, https://directindex.org/r/batterywharfhotelboston.com); Extra Dirty Cocktail Club (B, 1761 m, https://directindex.org/r/extradirtynorthend.com); Sunny Girl (C, 1871 m, https://directindex.org/r/sunnygirlboston.com); Farmacia (D, 2003 m, https://directindex.org/r/farmacianorthend.com); Stanza dei Sigari (B, 2039 m, https://directindex.org/r/stanzadeisigari.com); Caffé Ducali (A, 2099 m, https://directindex.org/r/duca.li); Polcari's Coffee (C, 2116 m, https://directindex.org/r/polcariscoffee.com); Emmi Bakery and Cafe (F, 2159 m, https://directindex.org/r/emmibakerycafe.com); Night Shift Brewing (B, 2181 m, https://directindex.org/r/nightshiftbrewing.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 WordPress 58% (29% A or B, 36926 sites); This site 47.7%. See what an AI agent reads on this site: https://directindex.org/r/kelleyssquarepub.com/agent-view ## Businesses like Kelley Square Pub in Boston cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Boston cafes and bars | 246 | 55% | 37% | 47.7% | | Sites built with WordPress in Boston cafes and bars | 44 | 65% | 41% | 47.7% | The best of the sites built with WordPress in Boston cafes and bars: Bluestone Lane (A 90%, https://directindex.org/r/bluestonelane.com); Kung Fu Tea (A 87.5%, https://directindex.org/r/kungfutea.com); AKOKO - Coco Leaf Dorchester (B 83.1%, https://directindex.org/r/akokocafe.com); Tavern In The Square (B 82.5%, https://directindex.org/r/taverninthesquare.com); Break Rock Brewing (B 77.5%, https://directindex.org/r/breakrockbrewing.com). With the three fixes above (No structured data for the business; Ordering through an unrecognised third party; No menu or price list found) the score would be about 95.4%: 2nd of 246 in Boston cafes and bars, up from 177th. ## The direct record What agents get for Kelley Square Pub, as JSON: https://directindex.org/api/direct/kelleyssquarepub.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +1 617 567-4627 ## 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 Not measured at this scan; the next scan measures it. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 0 | 25 | | Actionable | 6 | 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/kelleyssquarepub.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/kelleyssquarepub.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/kelleyssquarepub.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=kelleyssquarepub.com&force=1