Agent-Readiness Grade

Agent-Readiness Grade / bbb.org

C

bbb.org

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

Graded 2026-09-30 06:11 UTC in 0.8s · JSON · re-grade now

Top fixes

  1. MCP census entry (+2 points): Expose a Streamable HTTP MCP endpoint at /mcp (or a paid x402 route) so agents can call you, not just read you. How to fix
  2. Structured data (+1 point): add a JSON-LD block (Organization or WebSite, plus Product, FAQPage or Article where relevant) so answer engines describe you accurately. How to fix

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

bbb.org is graded C. The $49 AI Visibility Full Report turns the failing check above (structured data) into a prioritized, specific fix list for bbb.org, 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, 2.9 KB, 3 user-agent groups
  • Allowed: GPTBot (20 path rules), ClaudeBot (20 path rules), OAI-SearchBot (20 path rules), PerplexityBot (20 path rules), Google-Extended (20 path rules), Amazonbot (via *) (20 path rules), CCBot (20 path rules), Bytespider (via *) (20 path rules)
  • Content-Signal: search=yes, ai-input=yes, ai-train=yes; search=yes, ai-input=yes, ai-train=yes
  • Sitemap declared: https://www.bbb.org/sitemap-business-profiles-index.xml, https://www.bbb.org/sitemap-accredited-business-profiles-index.xml, https://www.bbb.org/sitemap-articles-index.xml (+14)

Fix: Nothing to fix here.

Machine-readable surfaces

2/2 · pass

1 of 7 surfaces present (/llms.txt); sitemap via robots.txt

  • /llms.txt: HTTP 200, 7.5 KB of text
  • /sitemap.xml: HTTP 404
  • /.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 200 but an HTML page (catch-all route, not a real file)
  • Sitemap declared in robots.txt instead: https://www.bbb.org/sitemap-business-profiles-index.xml

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://bbb.org/ -> HTTP 200 after 1 redirect (final: https://www.bbb.org/), text/html, 110 KB
  • 2,262 characters of visible text with scripts, styles and tags removed; <title>: "BBB | Better Business Bureau"
  • 6 external scripts, 12 inline; <noscript> present
  • first words: "BBB | Better Business Bureau Skip to main content Cookies on BBB.org We use cookies to give users the best content and online experience. By..."

Fix: Nothing to fix here.

Structured data

1/2 · warn

No JSON-LD, Open Graph complete

  • 0 JSON-LD blocks
  • Open Graph: og:title "BBB | Better Business Bureau"; og:description present
  • meta description: present

Fix: add a JSON-LD block (Organization or WebSite, plus Product, FAQPage or Article where relevant) so answer engines describe you accurately.

MCP census entry (index.agentexchange.work)

0/2 · fail

Not selling to agents: no census entry, no /mcp endpoint

  • 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 404: no MCP endpoint at the root

Fix: Expose a Streamable HTTP MCP endpoint at /mcp (or a paid x402 route) so agents can call you, not just read 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 bbb.org. 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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