Agent-Readiness Grade

Agent-Readiness Grade / citeab.com

C

citeab.com

7/12 · 58% (scaled from 5 measurable areas)

Graded 2026-10-17 14:23 UTC in 0.3s · JSON · re-grade now

Top fixes

  1. Crawler access (+1 point): Add a group for GPTBot, ClaudeBot, Google-Extended with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you. How to fix
  2. Machine-readable surfaces (+1 point): Publish /llms.txt (a short Markdown guide to your key pages); one agent surface: /openapi.json, /.well-known/agent-card.json, or /.well-known/x402 if you sell to agents. How to fix
  3. 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.

citeab.com is graded C. The $49 AI Visibility Full Report turns the 3 failing checks above (crawler access, machine-readable surfaces, structured data) into a prioritized, specific fix list for citeab.com, 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)

1/2 · warn

5 of 8 AI crawlers may read the site, 3 disallowed

  • GET /robots.txt -> HTTP 200, 744 B, 15 user-agent groups
  • Allowed: OAI-SearchBot (via *) (6 path rules), PerplexityBot (via *) (6 path rules), Amazonbot (via *) (6 path rules), CCBot (via *) (6 path rules), Bytespider (via *) (6 path rules)
  • Disallowed: GPTBot, ClaudeBot, Google-Extended
  • Sitemap declared: https://www.citeab.com/sitemap.xml

Fix: Add a group for GPTBot, ClaudeBot, Google-Extended with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you.

Machine-readable surfaces

1/2 · warn

None of the 7 machine-readable surfaces is published (a sitemap is declared in robots.txt)

  • /llms.txt: HTTP 500
  • /sitemap.xml: HTTP 403
  • /.well-known/x402: HTTP 404
  • /.well-known/agent-card.json: HTTP 500
  • /.well-known/mcp-registry-auth: HTTP 404
  • /openapi.json: HTTP 500
  • /ai.txt: HTTP 500
  • Sitemap declared in robots.txt instead: https://www.citeab.com/sitemap.xml

Fix: Publish /llms.txt (a short Markdown guide to your key pages); 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://citeab.com/ -> HTTP 200 after 1 redirect (final: https://www.citeab.com/), text/html, 100 KB
  • 10,152 characters of visible text with scripts, styles and tags removed; <title>: "CiteAb - Reagent Search & Life Science Data"
  • 4 external scripts, 4 inline; <noscript> present
  • first words: "Data Accelerating Science Menu Reagent Search Antibodies Recombinant, monoclonal & polyclonal antibodies and primary & secondary antibodies...."

Fix: Nothing to fix here.

Structured data

1/2 · warn

1 JSON-LD block, Open Graph incomplete

  • 1 JSON-LD block: @type WebSite, Organization
  • Open Graph: og:title "CiteAb - Reagent Search & Life Science Data"; no og:description
  • meta description: present

Fix: add og:title and og:description so answer engines describe you accurately.

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 401 (text/plain): 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 citeab.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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