# The Black Taxi: Agent-Direct Score B (83.1%) Site: http://theblacktaxi.com Report: https://directindex.org/r/theblacktaxi.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.) The Black Taxi is mostly ready for agents. An AI assistant can open The Black Taxi's website. It can read what The Black Taxi offers. It finds a way to book or order directly, through DoorDash Storefront. ## Direct links - Order directly: https://order.online/business/the-black-taxi-116958 (through doordash_storefront acting for the business) - Menu: https://theblacktaxi.com/menu - Phone: +1-215-232-1086 - Address: North 25th Street 747 Philadelphia - Prices: 6 prices on the site, the middle one $6.50 ## Nearby, also direct Places near The Black Taxi that take a booking or an order on their own website, with no marketplace in between. - Hilltown Tavern Fairmount (200 m): https://directindex.org/r/hilltownfairmount.com - Brown Street Coffee & Bánhery (220 m): https://directindex.org/r/brownstreetcoffee.com - Urban Saloon (490 m): https://directindex.org/r/urbansaloon.com - Le Cat Cafe (590 m): https://directindex.org/r/lecatcafe.org - Cosmic Cafe (610 m): https://directindex.org/r/cosmicfoods.com ## What to fix first - **Structured data is incomplete.** (+3 points) Missing: opening hours. 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 ## What the site tells visitors (Measured, not scored) - **6 prices on the landing page, the middle one $6.50.** In Philadelphia, the middle price of comparable sites that show prices is $12.63. ## 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. ``` # The Black Taxi > bar or pub in North 25th Street 747 Philadelphia, Philadelphia cafes and bars. Phone +1-215-232-1086. ## Book or order directly - Order: https://order.online/business/the-black-taxi-116958 (through doordash_storefront acting for the business) - Menu: https://theblacktaxi.com/menu ## About - Website: http://theblacktaxi.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 (BarOrPub).** address, phone - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering through doordash_storefront on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 80 of 715 in Philadelphia cafes and bars. Top 11% 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 | 99% | yes | | Publish the menu or price list as HTML | 92% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 99% | yes | | Structured data with address, phone and hours | 48% | no | | Have an llms.txt | 29% | no | Nearest places in the index: Hilltown Tavern Fairmount (C, 197 m, https://directindex.org/r/hilltownfairmount.com); Brown Street Coffee & Bánhery (F, 220 m, https://directindex.org/r/brownstreetcoffee.com); Paris Wine Bar (F, 262 m, https://directindex.org/r/londongrill.com); Fairmount Neighbors Association (D, 480 m, https://directindex.org/r/dinehere.us); Urban Saloon (B, 488 m, https://directindex.org/r/urbansaloon.com); Waterworks Cider & Beer Garden (F, 549 m, https://directindex.org/r/wwcidergarden.com); Le Cat Cafe (C, 590 m, https://directindex.org/r/lecatcafe.org); Cosmic Cafe (A, 610 m, https://directindex.org/r/cosmicfoods.com); 2637brew (A, 634 m, https://directindex.org/r/2637brew.com); Human Robot Girard (F, 660 m, https://directindex.org/r/humanrobotgirard.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 using DoorDash Storefront 71% (57% A or B, 2937 sites); This site 83.1%. See what an AI agent reads on this site: https://directindex.org/r/theblacktaxi.com/agent-view ## Businesses like The Black Taxi in Philadelphia cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Philadelphia cafes and bars | 715 | 49% | 23% | 83.1% | | Sites using DoorDash Storefront in Philadelphia cafes and bars | 20 | 73% | 50% | 83.1% | The best of the sites using DoorDash Storefront in Philadelphia cafes and bars: Boostin' Bowls (A 100%, https://directindex.org/r/boostinbowls.com); Cavanaugh's Rittenhouse (A 93.8%, https://directindex.org/r/cavsrittenhouse.com); Lou's Sportsman Cafe (A 93.8%, https://directindex.org/r/thepostsportsbar.com); Bahia Bowls Chestnut Hill (B 84.6%, https://directindex.org/r/bahiabowls.com); Cleavers (B 83.8%, https://directindex.org/r/cleaversphilly.com). With the fix above (Structured data is incomplete), the score would be about 87.7%. That would be 37th of 715 in Philadelphia cafes and bars, up from 80th. ## The direct record What agents get for The Black Taxi, as JSON: https://directindex.org/api/direct/theblacktaxi.com - Book: none on record - Order: https://order.online/business/the-black-taxi-116958 (vendor on own site: DoorDash Storefront; found by the scan of 2026-10-24, not yet tested) - Menu: https://theblacktaxi.com/menu (html_page; from the scan) - Hours: none on record - Phone: +1-215-232-1086 - Stable links that count: https://directindex.org/go/theblacktaxi.com/order, https://directindex.org/go/theblacktaxi.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, DoorDash Storefront: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 19 | 25 | | Actionable | 10 | 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/theblacktaxi.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: yes - 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/theblacktaxi.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/theblacktaxi.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=theblacktaxi.com&force=1