Agent-Readiness Grade

Agent-Readiness Grade / liquidvision.app

C

liquidvision.app

8/12 · 67% (scaled from 5 measurable areas)

Graded 2026-10-03 12:35 UTC in 0.7s · JSON · re-grade now

Top fixes

  1. Readable without JavaScript (+2 points): Server-render or prerender the first paint so the HTML carries your text; agents and most crawlers do not execute your scripts. How to fix
  2. MCP census entry (+1 point): Publish /.well-known/x402 with your paid routes so payment indexers can list you. How to fix

Ordered by points recoverable. Each area: 2/2 pass, 1/2 warn, 0/2 fail.

liquidvision.app is graded C. The $49 AI Visibility Full Report shows what AI assistants say about liquidvision.app's brand, with fixes for crawler access, llms.txt and schema, and tests 8 real buyer questions across ChatGPT-class models to show what AI answers say about you today.

Get the full report — $49 Stripe checkout asks for your brand name and category; the report is ready about 60 seconds after payment. Legal notices and the MCP census entry are not in this report (free: Compliance Desk check, census claim).

Crawler access (robots.txt)

2/2 · pass

8 of 8 AI crawlers may read the site, 0 disallowed

  • GET /robots.txt -> HTTP 200, 310 B, 1 user-agent group
  • Allowed: GPTBot (via *), ClaudeBot (via *), OAI-SearchBot (via *), PerplexityBot (via *), Google-Extended (via *), Amazonbot (via *), CCBot (via *), Bytespider (via *)
  • Sitemap declared: https://liquidvision.app/sitemap.xml

Fix: Nothing to fix here.

Machine-readable surfaces

2/2 · pass

3 of 7 surfaces present (/llms.txt, /sitemap.xml, /.well-known/mcp-registry-auth)

  • /llms.txt: HTTP 200, 9.5 KB of text
  • /sitemap.xml: HTTP 200, XML sitemap (14 KB)
  • /.well-known/x402: HTTP 200 but an HTML page (catch-all route, not a real file)
  • /.well-known/agent-card.json: HTTP 200 but an HTML page (catch-all route, not a real file)
  • /.well-known/mcp-registry-auth: HTTP 200, 67 B of text (MCPv1 record)
  • /openapi.json: HTTP 200 but an HTML page (catch-all route, not a real file)
  • /ai.txt: HTTP 200 but an HTML page (catch-all route, not a real file)

Fix: Nothing to fix here.

Readable without JavaScript

0/2 · fail

Home page is a JS-only shell

  • GET https://liquidvision.app/ -> HTTP 200, text/html, 6.8 KB
  • 0 characters of visible text with scripts, styles and tags removed; <title>: "LiquidVision — Crypto Derivatives Data for Bots & AI Agents"
  • 2 external scripts, 0 inline; <noscript> present
  • empty root container found (<div id="root">): the page is assembled by JavaScript

Fix: Server-render or prerender the first paint so the HTML carries your text; agents and most crawlers do not execute your scripts.

Structured data

2/2 · pass

1 JSON-LD block, Open Graph complete

  • 1 JSON-LD block: @type WebSite, Organization, SoftwareApplication
  • Open Graph: og:title "LiquidVision — Crypto Derivatives Data for Bots & AI Agents"; og:description present
  • meta description: present

Fix: Nothing to fix here.

MCP census entry (index.agentexchange.work)

1/2 · warn

Exposes /mcp but is not in the census

  • census unavailable (refused index.agentexchange.work: hosts on agentexchange.work cannot be graded from inside the same Cloudflare zone; every check would time )
  • GET /mcp -> HTTP 200 (text/event-stream): an endpoint answers
  • Index MCP probe record: refused index.agentexchange.work: hosts on agentexchange.work cannot be graded from inside the same Cloudflare zone; every check would time

Fix: Publish /.well-known/x402 with your paid routes so payment indexers can list you.

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Permanent link; it re-grades the site live when opened:

https://grade.agentexchange.work/grade?url=liquidvision.app

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$49 AI Visibility Full Report

This grade is free and automated. The paid next step is the $49 AI Visibility Full Report (which brands a representative AI model, standing in for ChatGPT-class assistants, names when buyers ask about your category, with a prioritized fix list) from aivisibility.agentexchange.work, run for liquidvision.app. It includes:

Get the Full Report — $49 Stripe checkout asks for your brand name and category; the report is ready about 60 seconds after payment. Legal notices and the MCP census entry are not in this report (free: Compliance Desk check, census claim).

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