Agent-Readiness Grade

Agent-Readiness Grade / mentionfox.com

B

mentionfox.com

10/12 · 83% (scaled from 5 measurable areas)

Graded 2026-10-04 23:11 UTC in 0.6s · JSON · re-grade now

Top fixes

  1. Crawler access (+1 point): Add a group for Bytespider with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you. 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.

Crawler access (robots.txt)

1/2 · warn

7 of 8 AI crawlers may read the site, 1 disallowed

  • GET /robots.txt -> HTTP 200, 3.4 KB, 25 user-agent groups
  • Allowed: GPTBot (1 path rule), ClaudeBot (1 path rule), OAI-SearchBot (1 path rule), PerplexityBot (1 path rule), Google-Extended (1 path rule), Amazonbot (1 path rule), CCBot (1 path rule)
  • Disallowed: Bytespider
  • Sitemap declared: https://mentionfox.com/sitemap.xml, https://mentionfox.com/ai-sitemap.xml

Fix: Add a group for Bytespider with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you.

Machine-readable surfaces

2/2 · pass

2 of 7 surfaces present (/llms.txt, /sitemap.xml)

  • /llms.txt: HTTP 200, 6.2 KB of text
  • /sitemap.xml: HTTP 200, sitemap index (2.5 KB)
  • /.well-known/x402: HTTP 404
  • /.well-known/agent-card.json: HTTP 404
  • /.well-known/mcp-registry-auth: HTTP 404
  • /openapi.json: HTTP 404
  • /ai.txt: HTTP 404

Fix: Publish one agent surface: /openapi.json, /.well-known/agent-card.json, or /.well-known/x402 if you sell to agents.

Readable without JavaScript

2/2 · pass

Home page is readable

  • GET https://mentionfox.com/ -> HTTP 200, text/html, 223 KB
  • 13,861 characters of visible text with scripts, styles and tags removed; <title>: "MentionFox — Get the good, the bad and the ugly on any company"
  • 6 external scripts, 6 inline; <noscript> absent
  • first words: "Mention Fox Features Pricing Use Cases Compare GEO Sign In Sign up free Company vetting The full picture on any company Get the good, the ba..."

Fix: Nothing to fix here.

Structured data

2/2 · pass

1 JSON-LD block, Open Graph complete

  • 1 JSON-LD block: @type SoftwareApplication
  • Open Graph: og:title "MentionFox — the good, the bad and the ugly on any company"; 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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$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 mentionfox.com. 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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