# Koco's Pub: Agent-Direct Score C (68.4%) Site: http://www.kocospub.com Report: https://directindex.org/r/kocospub.com Scanned: 2026-11-13 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Koco's Pub is partly visible to agents. Some AI assistants are turned away by Koco's Pub's website. It can read what Koco's Pub offers. It finds a way to book or order directly, through Toast. ## Direct links - Order directly: https://www.toasttab.com/koco-s-pub-4301-harford-rd (through toast acting for the business) - Menu: https://kocospub.com/menu/ - Phone: +14104263519 - Address: 4301 Harford Rd, Baltimore 21214 - Its menu mentions: vegetarian dishes, a children's menu ## Nearby, also direct Places near Koco's Pub that take a booking or an order on their own website, with no marketplace in between. - Taste This (1 km): https://directindex.org/r/tastethisbaltimore.com - Bertha's Soul Food Bar And Grill (1.4 km): https://directindex.org/r/berthassoulfood.com - Georgia Peach (1.5 km): https://directindex.org/r/ilovegeorgiapeach.com - Roma Little Italy (1.6 km): https://directindex.org/r/romalittleitaly.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (http_429) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **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. ``` # Koco's Pub > local business (seafood) in 4301 Harford Rd, Baltimore 21214, Baltimore. Phone +14104263519. ## Book or order directly - Order: https://www.toasttab.com/koco-s-pub-4301-harford-rd (through toast acting for the business) - Menu: https://kocospub.com/menu/ ## About - Website: http://www.kocospub.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. - **Menu or price list is an HTML page.** Agents can read the items and prices. - **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 348 of 873 in Baltimore. Top 40% 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% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 92% | no | | Structured data with address, phone and hours | 65% | no | | Have an llms.txt | 34% | no | Nearest places in the index: Alabama BBQ Company (F, 49 m, https://directindex.org/r/alabamabbqcompany.com); Maggie's Farm (C, 127 m, https://directindex.org/r/maggiesfarmmd.com); The Den (D, 419 m, https://directindex.org/r/thedenbmore.com); Kuramo Restaurant (F, 1034 m, https://directindex.org/r/kuramorestaurant.com); Taste This (B, 1046 m, https://directindex.org/r/tastethisbaltimore.com); Helen Roberts Dining Hall (D, 1167 m, https://directindex.org/r/morgan.edu); Bertha's Soul Food Bar And Grill (A, 1377 m, https://directindex.org/r/berthassoulfood.com); Sunny's Subs (F, 1505 m, https://directindex.org/r/sunnyssub.com); Georgia Peach (A, 1536 m, https://directindex.org/r/ilovegeorgiapeach.com); Roma Little Italy (B, 1571 m, https://directindex.org/r/romalittleitaly.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: "A traditional local restaurant that tourists don't know. Book me a table for Saturday." (ChatGPT); "Dinner with two kids tonight, somewhere relaxed. Book a table for four." (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 68.4%. See what an AI agent reads on this site: https://directindex.org/r/kocospub.com/agent-view ## Named by ChatGPT for "A traditional local restaurant that tourists don't know. Book me a table for Saturday" and "Dinner with two kids tonight, somewhere relaxed. Book a table for four" in Baltimore, November 2026 - "A traditional local restaurant that tourists don't know. Book me a table for Saturday." (2026-11-13): ChatGPT with a link to this site. https://directindex.org/city/baltimore/recommended/local-saturday - "Dinner with two kids tonight, somewhere relaxed. Book a table for four." (2026-11-13): ChatGPT with a link to this site. https://directindex.org/city/baltimore/recommended/kids-family Named by 1 of 2 assistants asked. Badge: https://directindex.org/badge/named/kocospub.com.svg ## Businesses like Koco's Pub in Baltimore | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Baltimore | 873 | 55% | 38% | 68.4% | | Sites built with WordPress in Baltimore | 175 | 63% | 36% | 68.4% | | Sites using Toast in Baltimore | 153 | 72% | 59% | 68.4% | | Sites built with WordPress and using Toast in Baltimore | 47 | 69% | 45% | 68.4% | 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 two fixes above (No structured data for the business; The server turns AI crawlers away at the door), the score would be about 90%. That would be 59th of 873 in Baltimore, up from 348th. ## The direct record What agents get for Koco's Pub, as JSON: https://directindex.org/api/direct/kocospub.com - Book: none on record - Order: https://www.toasttab.com/koco-s-pub-4301-harford-rd (vendor on own site: Toast; verified direct, 2026-11-13) - Menu: https://kocospub.com/menu/ (html_page; from the scan) - Hours: none on record - Phone: +14104263519 - Stable links that count: https://directindex.org/go/kocospub.com/order, https://directindex.org/go/kocospub.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/ Found one hop past the home page: menu page /menu/: 52 prices. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 21.7 | 25 | | Readable | 8 | 25 | | Actionable | 25 | 30 | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/kocospub.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/kocospub.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/kocospub.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=kocospub.com&force=1