Agent-Readiness Grade

Agent-Readiness Grade / bpl.org

C

bpl.org

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

Graded 2026-10-19 10:04 UTC in 1.5s · 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. 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

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

bpl.org is graded C. The $49 AI Visibility Full Report turns the failing check above (machine-readable surfaces) into a prioritized, specific fix list for bpl.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, 567 B, 11 user-agent groups
  • Allowed: GPTBot (via *) (8 path rules), ClaudeBot (via *) (8 path rules), OAI-SearchBot (via *) (8 path rules), PerplexityBot (via *) (8 path rules), Google-Extended (via *) (8 path rules), Amazonbot (via *) (8 path rules), CCBot (via *) (8 path rules), Bytespider (via *) (8 path rules)
  • Sitemap declared: https://www.bpl.org/sitemap.xml

Fix: Nothing to fix here.

Machine-readable surfaces

1/2 · warn

1 of 7 surfaces present (/sitemap.xml)

  • /llms.txt: HTTP 404
  • /sitemap.xml: HTTP 200, sitemap index (25 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 /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://bpl.org/ -> HTTP 200 after 1 redirect (final: https://www.bpl.org/), text/html, 1.4 MB+ (truncated at 1.5 MB)
  • 47,459 characters of visible text with scripts, styles and tags removed; <title>: "Boston Public Library"
  • 13 external scripts, 58 inline; <noscript> absent
  • first words: "Skip to main navigation Skip to main navigation Skip to search Skip to search Skip to content Hours & Location, opens an overlay Help Help, ..."

Fix: Nothing to fix here.

Structured data

2/2 · pass

1 JSON-LD block, Open Graph complete

  • 1 JSON-LD block: @type Library
  • Open Graph: og:title "Boston Public Library"; og:description present
  • meta description: present

Fix: Nothing to fix here.

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=bpl.org

Public profile with grade history and an embeddable badge: https://grade.agentexchange.work/site/bpl.org (badge: https://grade.agentexchange.work/badge/bpl.org.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 bpl.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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