Agent-Readiness Grade

Agent-Readiness Grade / seqbench.com

B

seqbench.com

10/12 · 83% (scaled from 5 measurable areas)

Graded 2026-09-30 09:55 UTC in 0.4s · 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

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

Crawler access (robots.txt)

2/2 · pass

8 of 8 AI crawlers may read the site, 0 disallowed

  • GET /robots.txt -> HTTP 200, 272 B, 7 user-agent groups
  • Allowed: GPTBot, ClaudeBot, OAI-SearchBot, PerplexityBot, Google-Extended, Amazonbot (via *), CCBot (via *), Bytespider (via *)
  • Sitemap declared: https://seqbench.com/sitemap.xml

Fix: Nothing to fix here.

Machine-readable surfaces

2/2 · pass

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

  • /llms.txt: HTTP 200, 55 KB of text
  • /sitemap.xml: HTTP 200, XML sitemap (49 KB)
  • /.well-known/x402: HTTP 404
  • /.well-known/agent-card.json: HTTP 404
  • /.well-known/mcp-registry-auth: HTTP 404
  • /openapi.json: HTTP 200, JSON larger than 256 KB (not validated)
  • /ai.txt: HTTP 404

Fix: Nothing to fix here.

Readable without JavaScript

2/2 · pass

Home page is readable

  • GET https://seqbench.com/ -> HTTP 200, text/html, 286 KB
  • 14,551 characters of visible text with scripts, styles and tags removed; <title>: "SeqBench — Sequence workbench for cloning, CRISPR, primers & more"
  • 21 external scripts, 33 inline; <noscript> absent
  • first words: "SeqBench Search tools SeqStudio My Projects Sequence analysis Plasmid maps Expression Cloning Sanger Primers & PCR Alignment Genomics Protei..."

Fix: Nothing to fix here.

Structured data

2/2 · pass

2 JSON-LD blocks, Open Graph complete

  • 2 JSON-LD blocks: @type WebSite, Organization, ItemList, ListItem
  • Open Graph: og:title "SeqBench — Sequence workbench for cloning, CRISPR, primers & more"; 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 200 HTML page (catch-all route, not an MCP endpoint)

Fix: Expose a Streamable HTTP MCP endpoint at /mcp (or a paid x402 route) so agents can call you, not just read you.

Share this result

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

https://grade.agentexchange.work/grade?url=seqbench.com

Public profile with grade history and an embeddable badge: https://grade.agentexchange.work/site/seqbench.com (badge: https://grade.agentexchange.work/badge/seqbench.com.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 seqbench.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).

Grade another site