Agent-Readiness Grade

Agent-Readiness Grade / kanbai.app

C

kanbai.app

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

Graded 2026-10-05 19:48 UTC in 0.7s · 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. Crawler access (+1 point): Add a group for CCBot, Bytespider with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you. 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.

kanbai.app is graded C. The $49 AI Visibility Full Report turns the 2 failing checks above (crawler access, structured data) into a prioritized, specific fix list for kanbai.app, 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

6 of 8 AI crawlers may read the site, 2 disallowed

  • GET /robots.txt -> HTTP 200, 3.4 KB, 8 user-agent groups
  • Allowed: GPTBot (17 path rules), ClaudeBot (17 path rules), OAI-SearchBot (17 path rules), PerplexityBot (17 path rules), Google-Extended (17 path rules), Amazonbot (via *) (17 path rules)
  • Disallowed: CCBot, Bytespider
  • Sitemap declared: https://kanbai.app/sitemap.xml

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

Machine-readable surfaces

2/2 · pass

3 of 7 surfaces present (/llms.txt, /sitemap.xml, /openapi.json)

  • /llms.txt: HTTP 200, 1.7 KB of text
  • /sitemap.xml: HTTP 200, XML sitemap (20 KB)
  • /.well-known/x402: HTTP 404
  • /.well-known/agent-card.json: HTTP 404
  • /.well-known/mcp-registry-auth: HTTP 404
  • /openapi.json: HTTP 200, valid JSON (OpenAPI 3.0.3)
  • /ai.txt: HTTP 404

Fix: Nothing to fix here.

Readable without JavaScript

2/2 · pass

Home page is readable

  • GET https://kanbai.app/ -> HTTP 200, text/html, 29 KB
  • 2,027 characters of visible text with scripts, styles and tags removed; <title>: "Kanbai"
  • 10 external scripts, 2 inline; <noscript> absent
  • first words: "Kanbai Operate Attention Spend Work Projects Journeys Roster Capture Intake System Tools Help Kanbai View only — not signed in Sign in Captu..."

Fix: Nothing to fix here.

Structured data

1/2 · warn

1 JSON-LD block, Open Graph incomplete

  • 1 JSON-LD block: @type WebApplication
  • Open Graph: no og:title; 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)

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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Permanent link; it re-grades the site live when opened:

https://grade.agentexchange.work/grade?url=kanbai.app

Public profile with grade history and an embeddable badge: https://grade.agentexchange.work/site/kanbai.app (badge: https://grade.agentexchange.work/badge/kanbai.app.svg).

$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 kanbai.app. 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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