# Eso Pesco: Agent-Direct Score D (46.2%) Site: http://www.esopesco.com Report: https://directindex.org/r/esopesco.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.) Eso Pesco is hard for agents to use. An AI assistant can open Eso Pesco's website. It can read what Eso Pesco offers. It can't find a link to book or order online. ## Direct links - Menu: https://esopesco.com/menu - Phone: 12122560008 - Address: 2906 Frederick Douglass Blvd, 10039-1603, New York - Its menu mentions: a lunch or set menu ## Nearby, also direct Places near Eso Pesco that take a booking or an order on their own website, with no marketplace in between. - J & M's (970 m): https://directindex.org/r/themenustar3.com - Wat's On Your Plate (1.1 km): https://directindex.org/r/watsonyourplatenyc.com - Lighthouse Fish Market & Restaurant (1.8 km): https://directindex.org/r/lighthousefishmarket.com - Sylvia's Restaurant (2.3 km): https://directindex.org/r/sylviasrestaurant.com - Sammy's Fishbox City Island, NY (2.4 km): https://directindex.org/r/sammysfishbox.com ## What to fix first - **No structured data for the business.** (+15 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 - **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 - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **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. ``` # Eso Pesco > local business (seafood) in 2906 Frederick Douglass Blvd, 10039-1603, New York, New York. Phone 12122560008. ## Book or order directly - Menu: https://esopesco.com/menu ## About - Website: http://www.esopesco.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.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 6635 of 11000 in New York. Top 60% 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 | 95% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 25% | no | Nearest places with a similar menu: J & M's (C, 965 m, https://directindex.org/r/themenustar3.com); Wat's On Your Plate (B, 1061 m, https://directindex.org/r/watsonyourplatenyc.com); Lighthouse Fish Market & Restaurant (A, 1807 m, https://directindex.org/r/lighthousefishmarket.com); Crab du Jour (F, 2244 m, https://directindex.org/r/crabdujour.com); El Puerto Seafood (D, 2245 m, https://directindex.org/r/elpuertoseafood.com); Sylvia's Restaurant (A, 2260 m, https://directindex.org/r/sylviasrestaurant.com); Baylander Steel Beach (D, 2303 m, https://directindex.org/r/baylander.nyc); Junior's Seafood (F, 2353 m, https://directindex.org/r/juniorsseafoodnewyork.com); Sammy's Fishbox City Island, NY (A, 2398 m, https://directindex.org/r/sammysfishbox.com); B Squared Harlem (F, 2779 m, https://directindex.org/r/b2harlem.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 13 everyday questions about New York and named 69 places. Eso Pesco wasn't one of them. See who was named: https://directindex.org/city/new-york/recommended Compared with its peers: Sites built with Webflow 56% (22% A or B, 9011 sites); This site 46.2%. See what an AI agent reads on this site: https://directindex.org/r/esopesco.com/agent-view ## Businesses like Eso Pesco in New York | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York | 11000 | 52% | 34% | 46.2% | | Sites built with Webflow in New York | 136 | 64% | 32% | 46.2% | The best of the sites built with Webflow in New York: Adrianna's Pizzeria (A 100%, https://directindex.org/r/adriennespizzabar.com); Ben & Jack's Steakhouse (A 100%, https://directindex.org/r/benandjackssteakhouse.com); Joseph's Ristorante (A 100%, https://directindex.org/r/josephsnyc.com); Tavern 29 (A 100%, https://directindex.org/r/tavern29.com); Cambridge Catering (A 95.4%, https://directindex.org/r/metrocateringnyc.com). With the three fixes above (No structured data for the business; No booking or ordering link on the website; Almost no text without JavaScript), the score would be about 95.4%. That would be 336th of 11,000 in New York, up from 6635th. ## The direct record What agents get for Eso Pesco, as JSON: https://directindex.org/api/direct/esopesco.com - Book: none on record - Order: none on record - Menu: https://esopesco.com/menu (html_page; from the scan) - Hours: none on record - Phone: 12122560008 - Stable links that count: https://directindex.org/go/esopesco.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 (Square, Toast, or a vendor whose terms allow agents): no ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 23 | 25 | | Readable | 7 | 25 | | Actionable | 0 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/esopesco.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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/esopesco.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/esopesco.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=esopesco.com&force=1