# George Bang Bang: Agent-Direct Score C (67.7%) Site: http://www.gbbnyc.com/ Report: https://directindex.org/r/gbbnyc.com Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) George Bang Bang is partly visible to agents. An AI assistant can open George Bang Bang's website. What George Bang Bang offers is in a PDF or an image, and assistants read those badly. To book or order, it is sent to Resy, a marketplace. ## Direct links - Menu: https://www.gbbnyc.com/s/GBB-Menu-2026.pdf - Phone: +16467070420 - Address: 13 E 30th St, 10016, New York ## Nearby, also direct Places near George Bang Bang that take a booking or an order on their own website, with no marketplace in between. - Slate Cafe (80 m): https://directindex.org/r/slatecafe.com - Turntable Chicken Rock (130 m): https://directindex.org/r/turntablenyc.com - Osamil (160 m): https://directindex.org/r/osamil.com ## What to fix first - **Booking only through resy.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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 - **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 - **Structured data is incomplete.** (+1 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant - **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. ``` # George Bang Bang > local business in 13 E 30th St, 10016, New York, New York cafes and bars. Phone +16467070420. ## Book or order directly - Menu: https://www.gbbnyc.com/s/GBB-Menu-2026.pdf ## About - Website: http://www.gbbnyc.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).** address, opening hours - **Resy works with agents through its partners.** Resy's terms (9 June 2025) bar automated software that crawls, harvests or scrapes the service and require written consent for other automated use; Resy opened bookings inside ChatGPT on 10 August 2026. Terms read on 2026-10-15: https://resy.com/terms. 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 1187 of 4114 in New York cafes and bars. Top 29% 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 | 97% | no | | Publish the menu or price list as HTML | 95% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes | | Structured data with address, phone and hours | 36% | no | | Have an llms.txt | 23% | no | Nearest places in the index: Slate Cafe (A, 77 m, https://directindex.org/r/slatecafe.com); NOFLEX NYC (F, 124 m, https://directindex.org/r/noflex.nyc); Musaek (F, 131 m, https://directindex.org/r/musaek.nyc); Turntable Chicken Rock (B, 131 m, https://directindex.org/r/turntablenyc.com); Healthy Boost (F, 133 m, https://directindex.org/r/healthyboost.life); Dons Bogam (C, 147 m, https://directindex.org/r/donsbogam.com); Min Matcha (D, 151 m, https://directindex.org/r/miamica.com); Seoul Sweets (F, 153 m, https://directindex.org/r/seoulsweetsnyc.com); Wine 30 (B, 158 m, https://directindex.org/r/wine30nyc.com); Osamil (A, 164 m, https://directindex.org/r/osamil.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. Compared with its peers: Sites built with Squarespace 61% (41% A or B, 32150 sites); Sites using Resy 67% (44% A or B, 2728 sites); This site 67.7%. See what an AI agent reads on this site: https://directindex.org/r/gbbnyc.com/agent-view ## Businesses like George Bang Bang in New York cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in New York cafes and bars | 4114 | 48% | 27% | 67.7% | | Sites built with Squarespace in New York cafes and bars | 812 | 65% | 39% | 67.7% | | Sites using Resy in New York cafes and bars | 306 | 66% | 43% | 67.7% | | Sites built with Squarespace and using Resy in New York cafes and bars | 133 | 65% | 35% | 67.7% | The best of the sites built with Squarespace and using Resy in New York cafes and bars: Lucky Tiger (A 100%, https://directindex.org/r/luckytigernyc.com); Aussie Hole In The Wall Cafe & Cocktail Bar (A 95.4%, https://directindex.org/r/holeinthewallnyc.com); Frankie's (A 93.8%, https://directindex.org/r/lilfrankies.com); Vera Bar (A 93.8%, https://directindex.org/r/frankrestaurant.com); Pitanga (A 88.8%, https://directindex.org/r/pitangabk.com). With the three fixes above (Booking only through resy; Menu or price list is a PDF; Almost no text without JavaScript), the score would be about 93.8%. That would be 96th of 4,114 in New York cafes and bars, up from 1187th. ## The direct record What agents get for George Bang Bang, as JSON: https://directindex.org/api/direct/gbbnyc.com - Book: none on record - Order: none on record - Menu: https://www.gbbnyc.com/s/GBB-Menu-2026.pdf (pdf; from the scan) - Hours: none on record - Phone: +16467070420 - Stable links that count: https://directindex.org/go/gbbnyc.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 - Vendor terms for agents, Resy: Through partners. Resy's terms (9 June 2025) bar automated software that crawls, harvests or scrapes the service and require written consent for other automated use; Resy opened bookings inside ChatGPT on 10 August 2026. Read 2026-10-15: https://resy.com/terms ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 23 | 25 | | Readable | 18 | 25 | | Actionable | 3 | 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/gbbnyc.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/gbbnyc.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/gbbnyc.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=gbbnyc.com&force=1