Top fixes
- Crawler access (+2 points): Add a group for GPTBot, ClaudeBot, Amazonbot and the others with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you. How to fix
- 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
- Structured data (+1 point): add og:title and og:description so answer engines describe you accurately. How to fix
Ordered by points recoverable. Each area: 2/2 pass, 1/2 warn, 0/2 fail.
unesco.org is graded D. The $49 AI Visibility Full Report turns the 2 failing checks above (crawler access, structured data) into a prioritized, specific fix list for unesco.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)
0/2 · fail
3 of 8 AI crawlers may read the site, 5 disallowed
- GET /robots.txt -> HTTP 200, 64 KB, 2 user-agent groups
- Allowed: OAI-SearchBot (via *) (1461 path rules), PerplexityBot (via *) (1461 path rules), Google-Extended (via *) (1461 path rules)
- Disallowed: GPTBot, ClaudeBot, Amazonbot, CCBot, Bytespider
- Content-Signal: search=yes,ai-input=yes,ai-train=no,use=reference
- Sitemap declared: https://www.unesco.org/sitemap.xml"
Fix: Add a group for GPTBot, ClaudeBot, Amazonbot and the others with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you.
Machine-readable surfaces
2/2 · pass
1 of 7 surfaces present (/llms.txt); sitemap via robots.txt
- /llms.txt: HTTP 200, 10 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 404
- Sitemap declared in robots.txt instead: https://www.unesco.org/sitemap.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://unesco.org/ -> HTTP 200 after 2 redirects (final: https://www.unesco.org/en), text/html, 109 KB
- 8,240 characters of visible text with scripts, styles and tags removed; <title>: "UNESCO : Building Peace through Education, Science and Culture, communication an"
- 2 external scripts, 3 inline; <noscript> present
- first words: "Skip to main content UNESCO Secondary menu Member States Portal English English Français Español Русский العربية 中文 UNESCO Main navigation W..."
Fix: Nothing to fix here.
Structured data
1/2 · warn
2 JSON-LD blocks, Open Graph incomplete
- 2 JSON-LD blocks: @type VideoObject
- Open Graph: no og:title; no og:description
- meta description: present
Fix: add og:title and og:description so answer engines describe you accurately.
Legal notices (TAKE IT DOWN desk check)
not measured
Unavailable
- takeitdown.agentexchange.work/check.json: refused takeitdown.agentexchange.work: hosts on agentexchange.work cannot be graded from inside the same Cloudflare zone; every check would - unavailable
Fix: Re-run in a few minutes; the notice check could not be completed.
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.
$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 unesco.org. It includes:
- 8 real buyer questions tested across ChatGPT-class models
- Competitor share-of-voice: who AI names, how often, versus you
- Full GEO site audit with prioritized, specific fixes
- Agent-Readiness Score: crawler access, llms.txt, schema, discovery manifest
- Custom 30/60/90-day action plan to get cited by ChatGPT, Perplexity and Google AI Overviews
- Shareable report, generated in about 60 seconds after checkout
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).
