Agent-Readiness Grade

Agent-Readiness Grade / nichedb.dev

D

nichedb.dev

6/12 · 50% (scaled from 5 measurable areas)

Graded 2026-10-04 17:59 UTC in 0.3s · JSON · re-grade now

Top fixes

  1. Crawler access (+2 points): Add a group for GPTBot, ClaudeBot, CCBot and the others with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you. How to fix
  2. Structured data (+2 points): add a JSON-LD block (Organization or WebSite, plus Product, FAQPage or Article where relevant); add og:title and og:description so answer engines describe you accurately. How to fix
  3. 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.

nichedb.dev 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 nichedb.dev, 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

4 of 8 AI crawlers may read the site, 4 disallowed

  • GET /robots.txt -> HTTP 200, 2.0 KB, 18 user-agent groups
  • Allowed: OAI-SearchBot (7 path rules), PerplexityBot (7 path rules), Google-Extended (7 path rules), Amazonbot (via *) (7 path rules)
  • Disallowed: GPTBot, ClaudeBot, CCBot, Bytespider
  • Sitemap declared: https://nichedb.dev/sitemap.xml, https://nichedb.dev/sitemap.xml

Fix: Add a group for GPTBot, ClaudeBot, CCBot and the others 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, 64 KB of text
  • /sitemap.xml: HTTP 200, XML sitemap (>64 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://nichedb.dev/ -> HTTP 200, text/html, 68 KB
  • 30,942 characters of visible text with scripts, styles and tags removed; <title>: "NicheDB — sources in, feeds out"
  • 4 external scripts, 0 inline; <noscript> absent
  • first words: "Skip to content NicheDB Search Go Sources Feeds Submit a feed VIN TLDs API Premium · $1.00/day Sign in Sources in. Feeds out. NicheDB watche..."

Fix: Nothing to fix here.

Structured data

0/2 · fail

No JSON-LD, Open Graph incomplete

  • 0 JSON-LD blocks
  • Open Graph: og:title "NicheDB"; no og:description
  • meta description: present

Fix: add a JSON-LD block (Organization or WebSite, plus Product, FAQPage or Article where relevant); 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 405 (application/json): 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 nichedb.dev. 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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