sevenreasonsgroup.com is ready for agents.
Book directly: www.sevenreasonsgroup.com/#restaurants on the business's own site · Order directly: www.toasttab.com/seven-reasons-citycenter-931-h-street-north through toast acting for the business · Menu: www.sevenreasonsgroup.com/imperfecto/menus#dinner
See what an AI agent reads on this site →
65 of 65 points available
agent-readiness level, Basic Web Presence
thing to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
Optional today, cheap to add: a short text file describing the business for language models. How to fix it
No one is listed yet to fix this in Washington, DC. List your agency or yourself: free, reviewed by hand.
Builder: unknown · Front: cloudflare · contact page /: nothing new; menu page /imperfecto/menus: 76 menu items in JSON-LD
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on your builder is in the guides.
Save as /llms.txt at the root of the site. Guide.
# Imperfecto > restaurant (latin american) in 23rd Street Northwest 1124 20037-1423 Washington, Washington, DC. Phone +1-202-964-1012. ## Book or order directly - Book: https://www.sevenreasonsgroup.com/#restaurants (on the business's own site) - Order: https://www.toasttab.com/seven-reasons-citycenter-931-h-street-northwest/giftcards (through toast acting for the business) - Menu: https://www.sevenreasonsgroup.com/imperfecto/menus#dinner ## Opening hours Mo-Th 17:30-21:30; Fr 17:00-22:00; Sa 11:00-14:30,17:00-22:00; Su 11:00-14:30,17:00-21:00 ## About - Website: http://www.imperfectodc.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
The ranking refreshes hourly; this site joins it on the next refresh.
| What the top tenth 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 | 100% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes |
| Structured data with address, phone and hours | 53% | yes |
| Have an llms.txt | 25% | no |
The top tenth is the 148 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites using Toast 1,884 sites | 74% | 63% | 100% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Ris american | 62 m | A | yes |
| Blue Duck Tavern american | 151 m | B | yes |
| Char Bar & Eli's Market regional | 197 m | A | yes |
| Mercy Me | 255 m | A | yes |
| Sixty Vines italian | 277 m | A | yes |
| Soi 38 thai | 302 m | A | yes |
| Papa John's pizza | 318 m | B | yes |
| Astoria's Kitchen by 54 moroccan, spanish | 328 m | B | yes |
| Nobu sushi | 348 m | D | yes |
| Ruth's Chris Steak House american, steak_house | 350 m | F | no |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Using Toast in Washington, DC | 147 | 75% | 69% | 100% |
MXDC Cocina Mexicana A 100% · Spices Restaurant A 100% · Vera A 100% · Barbouzard A 95.4% · Chez Billy A 95.4%
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/sevenreasonsgroup.com, through the MCP tool direct_record and in the city feed /city/washington/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | www.sevenreasonsgroup.com/#restaurants own site | found by the scan of 2026-10-15, not yet tested |
| Order | www.toasttab.com/seven-reasons-citycenter-931-h-street-north vendor on own site: Toast | found by the scan of 2026-10-15, not yet tested |
| Menu | www.sevenreasonsgroup.com/imperfecto/menus#dinner html_page | from the scan |
| Hours | Mo-Th 17:30-21:30; Fr 17:00-22:00; Sa 11:00-14:30,17:00-22:00; Su 11:00-14:30,17:00-21:00 (closed now) | from OpenStreetMap |
| Phone | +1-202-964-1012 |
Stable links that count: /go/sevenreasonsgroup.com/book, /go/sevenreasonsgroup.com/order, /go/sevenreasonsgroup.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.
Owners: claim the business below to correct this record; the claim email carries the link.
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| 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 |
Found one hop past the home page: menu page /imperfecto/menus: 76 menu items in JSON-LD.
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.
| Link headers on the homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | yes |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/sevenreasonsgroup.com"><img src="https://directindex.org/badge/sevenreasonsgroup.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.
Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.