# Bitter Ends Garden & Luncheonette: Agent-Direct Score D (49.2%) Site: https://www.tillthebitterends.com/ Report: https://directindex.org/r/tillthebitterends.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.) Bitter Ends Garden & Luncheonette is hard for agents to use. An AI assistant can open Bitter Ends Garden & Luncheonette's website. It can read what Bitter Ends Garden & Luncheonette offers. It can't find a link to book or order online. ## Direct links - Menu: https://www.tillthebitterends.com/best-casino-night-food-ideas-and-menus-to-copy/ - Address: Liberty Avenue 4713 - Hours, from OpenStreetMap: Mon–Tue closed; Wed 16:00–19:00; Thu 12:00–14:00; Fri 08:00–14:00; Sat–Sun 09:00–14:00 - Outdoor seating (OpenStreetMap) ## Nearby, also direct Places near Bitter Ends Garden & Luncheonette that take a booking or an order on their own website, with no marketplace in between. - Caliente Pizza & Drafthouse (60 m): https://directindex.org/r/worldsbestpizza.com - Honeygrow (2.2 km): https://directindex.org/r/honeygrow.com - Melt'd (2.3 km): https://directindex.org/r/meltdpgh.com - Hello Bistro (2.5 km): https://directindex.org/r/hellobistro.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 - **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. ``` # Bitter Ends Garden & Luncheonette > restaurant (pastry, salad, sandwich) in Liberty Avenue 4713, Pittsburgh. ## Book or order directly - Menu: https://www.tillthebitterends.com/best-casino-night-food-ideas-and-menus-to-copy/ ## Opening hours We 16:00-19:00; Th 12:00-14:00; Fr 08:00-14:00; Sa, Su 09:00-14:00 ## About - Website: https://www.tillthebitterends.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. - **Menu or price list is an HTML page.** Agents can read the items and prices. ## Where it stands 182 of 250 in Pittsburgh. Top 73% 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 | 100% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 92% | yes | | Structured data with address, phone and hours | 80% | no | | Have an llms.txt | 28% | no | Nearest places with a similar menu: Sausalido (C, 31 m, https://directindex.org/r/sausalido.net); Tessaro's American Bar & Hardwood Grill (C, 35 m, https://directindex.org/r/tessaros.com); Caliente Pizza & Drafthouse (B, 60 m, https://directindex.org/r/worldsbestpizza.com); Jersey Mike's Subs (D, 1022 m, https://directindex.org/r/jerseymikes.com); Penn Station (F, 1045 m, https://directindex.org/r/penn-station.com); Honeygrow (A, 2177 m, https://directindex.org/r/honeygrow.com); The Eatery at Towers (F, 2270 m, https://directindex.org/r/dineoncampus.com); Melt'd (C, 2324 m, https://directindex.org/r/meltdpgh.com); Panera Bread (F, 2368 m, https://directindex.org/r/panerabread.com); Hello Bistro (A, 2503 m, https://directindex.org/r/hellobistro.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 Pittsburgh and named 93 places. Bitter Ends Garden & Luncheonette wasn't one of them. See who was named: https://directindex.org/city/pittsburgh/recommended Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); This site 49.2%. See what an AI agent reads on this site: https://directindex.org/r/tillthebitterends.com/agent-view ## Businesses like Bitter Ends Garden & Luncheonette in Pittsburgh | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Pittsburgh | 250 | 62% | 45% | 49.2% | | Sites built with WordPress in Pittsburgh | 55 | 67% | 42% | 49.2% | The best of the sites built with WordPress in Pittsburgh: Walter's Southern Kitchen (A 100%, https://directindex.org/r/walterspgh.com); Barcelona Wine Bar (A 92.5%, https://directindex.org/r/barcelonawinebar.com); Pizza Parma (A 92.3%, https://directindex.org/r/pizzaparma.us); Fogo de Chão (A 91.3%, https://directindex.org/r/fogodechao.com); Pesaro's Pizza (A 90.8%, https://directindex.org/r/orderpesarospizza.com). With the two fixes above (No structured data for the business; No booking or ordering link on the website), the score would be about 95.4%. That would be 15th of 250 in Pittsburgh, up from 182nd. ## The direct record What agents get for Bitter Ends Garden & Luncheonette, as JSON: https://directindex.org/api/direct/tillthebitterends.com - Book: none on record - Order: none on record - Menu: https://www.tillthebitterends.com/best-casino-night-food-ideas-and-menus-to-copy/ (html_page; from the scan) - Hours: We 16:00-19:00; Th 12:00-14:00; Fr 08:00-14:00; Sa, Su 09:00-14:00 (closed now) (from OpenStreetMap) - Phone: none on record - Stable links that count: https://directindex.org/go/tillthebitterends.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 | 25 | 25 | | Readable | 7 | 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/tillthebitterends.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/tillthebitterends.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/tillthebitterends.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=tillthebitterends.com&force=1