# Astorianightlife: Agent-Direct Score C (59.7%)

Site: https://mtsproductions.com/astoria-nightlife/
Report: https://directindex.org/r/mtsproductions.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.)
Astorianightlife is partly visible to agents.
Some AI assistants are turned away by Astorianightlife's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://mtsproductions.com/#mts-group (on the business's own site)
- Order directly: https://mtsproductions.com/event/latin-reggaeton-fridays-at-ooo-nightclub-latin-reggaeton-all-night-oct-23/ (on the business's own site)
- Phone: +13478915328
- Address: 38-34 31st St, 11101, Long Island City
- Prices: 10 prices on the site, the middle one $30.00

## Nearby, also direct
Places near Astorianightlife that take a booking or an order on their own website, with no marketplace in between.
- Dkpublic (160 m): https://directindex.org/r/dkpublic.com
- Michael's Café (280 m): https://directindex.org/r/michaelscafeny.com
- Astoria Seafood (290 m): https://directindex.org/r/astoriaseafoodnyc.com
- Beebe's (310 m): https://directindex.org/r/beebesnyc.com
- John Brown BBQ (320 m): https://directindex.org/r/johnbrownbbq.net

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **The server turns AI crawlers away at the door.** (+6.7 points) Requests as GPTBot (http_403), ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **robots.txt blocks GPTBot, Google-Extended.** (+2.5 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. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **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)
- **10 prices on the landing page, the middle one $30.00.** In New York, the middle price of comparable sites that show prices is $14.00.

## 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
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Astorianightlife",
  "url": "https://mtsproductions.com/astoria-nightlife/",
  "telephone": "+13478915328",
  "address": "38-34 31st St, 11101, Long Island City",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.752996,
    "longitude": -73.932888
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://mtsproductions.com/#mts-group",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://mtsproductions.com/event/latin-reggaeton-fridays-at-ooo-nightclub-latin-reggaeton-all-night-oct-23/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# 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.

```
# Astorianightlife

> organization in 38-34 31st St, 11101, Long Island City, New York. Phone +13478915328.

## Book or order directly

- Book: https://mtsproductions.com/#mts-group (on the business's own site)
- Order: https://mtsproductions.com/event/latin-reggaeton-fridays-at-ooo-nightclub-latin-reggaeton-all-night-oct-23/ (on the business's own site)

## About

- Website: https://mtsproductions.com/astoria-nightlife/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **Structured data found (Organization).** no address, phone or hours in it
- **Booking on your own site.** Agents can book without going through a marketplace.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
5254 of 11180 in New York. Top 47% 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% | yes |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | no |
| Structured data with address, phone and hours | 59% | no |
| Have an llms.txt | 25% | no |

Nearest places in the index: Suzuki Shokudo (F, 103 m, https://directindex.org/r/suzukishokudo.com); Dkpublic (A, 155 m, https://directindex.org/r/dkpublic.com); Michael's Café (B, 281 m, https://directindex.org/r/michaelscafeny.com); Astoria Seafood (D, 285 m, https://directindex.org/r/astoriaseafoodnyc.com); Beebe's (A, 306 m, https://directindex.org/r/beebesnyc.com); John Brown BBQ (C, 317 m, https://directindex.org/r/johnbrownbbq.net); Carla (F, 411 m, https://directindex.org/r/carlalic.com); House of Thai (B, 413 m, https://directindex.org/r/houseofthainy.com); Fer (D, 419 m, https://directindex.org/r/fer-nyc.com); Sugar Freak Louisiana Homestyle Cooking (F, 425 m, https://directindex.org/r/sugarfreaknyc.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 13 everyday questions about New York and named 69 places. Astorianightlife wasn't one of them. See who was named: https://directindex.org/city/new-york/recommended


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 59.7%.

See what an AI agent reads on this site: https://directindex.org/r/mtsproductions.com/agent-view

## Businesses like Astorianightlife in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York | 11180 | 52% | 34% | 59.7% |
| Sites built with WordPress in New York | 1873 | 61% | 37% | 59.7% |

The best of the sites built with WordPress in New York: Aquarelle seafood & mediterranean east village restaurant NYC (A 100%, https://directindex.org/r/aquarellenyc.com); Bango Bowls (A 100%, https://directindex.org/r/bangobowls.com); Benihana - New York West (A 100%, https://directindex.org/r/benihana.com); Boulevard Pizza (A 100%, https://directindex.org/r/boulevardpizza.com); China King (A 100%, https://directindex.org/r/chinakingnc.com).

With the three fixes above (Structured data is incomplete; No menu or price list found; The server turns AI crawlers away at the door), the score would be about 91.5%. That would be 840th of 11,180 in New York, up from 5254th.

## The direct record
What agents get for Astorianightlife, as JSON: https://directindex.org/api/direct/mtsproductions.com
- Book: https://mtsproductions.com/#mts-group (own site; found by the scan of 2026-10-23, not yet tested)
- Order: https://mtsproductions.com/event/latin-reggaeton-fridays-at-ooo-nightclub-latin-reggaeton-all-night-oct-23/ (own site; found by the scan of 2026-10-23, not yet tested)
- Menu: none on record
- Hours: none on record
- Phone: +13478915328
- Stable links that count: https://directindex.org/go/mtsproductions.com/book, https://directindex.org/go/mtsproductions.com/order

## 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): yes
- Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): no

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 15.8 | 25 |
| Readable | 8 | 25 |
| Actionable | 15 | 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/mtsproductions.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: yes
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: yes
- OAuth or OIDC discovery: yes
- 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/mtsproductions.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/mtsproductions.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=mtsproductions.com&force=1