Otsuka Ramen & Bar
otsukaramen.com is ready for agents.
Some AI assistants are turned away by the website of Otsuka Ramen & Bar. It can read what Otsuka Ramen & Bar offers. It finds a way to book or order directly on the site.
Listed by OpenStreetMap.
Order directly: www.otsukaramen.com/order on the business's own site · Menu: www.otsukaramen.com/order
See what an AI agent reads on this site →
63.8 of 65 points available
agent-readiness level, Basic Web Presence
things to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
What assistants answer
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.
How Otsuka Ramen & Bar compares
16 of 607 in Houston
Top 3% of the sites scanned in this index. Just above: Confucius Seafood Restaurant A, Hong Kong Chinese Restaurant A. Just below: Spicy Chen Asian Bistro A, WOK & ROLL Chinese and Sushi Restaurant A.
| 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 | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 85% | no |
| Structured data with address, phone and hours | 61% | yes |
| Have an llms.txt | 25% | no |
The top tenth is the 61 best-scoring reachable sites of the index at the last refresh.
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Pho Central vietnamese | 117 m | C | yes |
| Chicharrones "El Guero #2" mexican | 155 m | D | no |
| Mamma Mia's Pizza & Pasta pizza | 295 m | A | yes |
| Grand Buffet chinese | 298 m | D | no |
| Casa Olé mexican | 421 m | B | yes |
| Spicy Chen Asian Bistro chinese | 568 m | A | yes |
| Fuji Sushi sushi | 1.2 km | C | yes |
| Dunkin' Donuts donut, coffee_shop | 2.1 km | F | no |
| Bibi's House of Kabob greek | 2.2 km | B | yes |
| Tortilla's Mexican Restaurant mexican | 2.6 km | C | yes |
Businesses like Otsuka Ramen & Bar in Houston
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Houston | 607 | 53% | 39% | 98.2% |
The best of the businesses of the same kind in Houston
Aban Persian Restaurant A 100% · Aladdin Mediterranean cuisine A 100% · Azuma Sushi And Robata Bar A 100% · Brennan's A 100% · Chunk's Burger A 100%
The climb
With the fix above (robots.txt blocks GPTBot) the score would be about 100%: first of 607 in Houston.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
What to fix first
- robots.txt blocks GPTBot +1.2 points
These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. How to fix it
- No llms.txt no points, still worth doing
Optional today, cheap to add: a short text file describing the business for language models. How to fix it
Send the fixes to your web person
No one is listed yet to fix this in Houston. List your agency or yourself: free, reviewed by hand.
Already right
- AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- Structured data present (Restaurant) address, phone, opening hours
- Menu or price list is an HTML page Agents can read items and prices directly.
- Ordering on your own site Agents can order without a marketplace in the loop.
Builder: unknown · Front: cloudflare · contact page /contact: nothing new; menu page /order: 68 menu items in JSON-LD
What to paste
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.
Show the code to paste
robots.txt
Add these lines to /robots.txt and delete any Disallow rule that names these crawlers. Guide.
# Let AI assistants read the site: they send people to you; a marketplace keeps them. # Remove any Disallow lines for these names elsewhere in this file. User-agent: GPTBot Allow: / User-agent: ClaudeBot Allow: / User-agent: PerplexityBot Allow: / User-agent: Google-Extended Allow: / User-agent: OAI-SearchBot Allow: / User-agent: ChatGPT-User Allow: / User-agent: Claude-User Allow: / User-agent: Perplexity-User Allow: /
llms.txt
Save as /llms.txt at the root of the site. Guide.
# Otsuka Ramen & Bar > restaurant (ramen) in Spencer Highway 8035 77536 Deer Park, Houston. Phone +1-281-930-7665. ## Book or order directly - Order: https://www.otsukaramen.com/order (on the business's own site) - Menu: https://www.otsukaramen.com/order ## Opening hours Su-Th 11:00-21:30; Fr-Sa 11:00-22:00 ## About - Website: https://www.otsukaramen.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Own this business?
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.
Rescan now · Markdown · Dispute a check
Keep watching this business: the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant and the places nearby; 5 EUR once. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Show the score
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/otsukaramen.com"><img src="https://directindex.org/badge/otsukaramen.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
What agents get, and what the site publishes
The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.
Show the details
What agents get for Otsuka Ramen & Bar
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/otsukaramen.com, through the MCP tool direct_record and in the city feed /city/houston/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | www.otsukaramen.com/order own site | found by the scan of 2026-10-16, not yet tested |
| Menu | www.otsukaramen.com/order html_page | from the scan |
| Hours | Su-Th 11:00-21:30; Fr-Sa 11:00-22:00 (closed now) | from OpenStreetMap |
| Phone | +1-281-930-7665 |
Stable links that count: /go/otsukaramen.com/order, /go/otsukaramen.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.
Can an agent transact?
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 Square, Toast, or a vendor whose terms allow agents | no |
Found one hop past the home page: menu page /order: 68 menu items in JSON-LD.
Level 1 of 5, Basic Web Presence
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 |