Agent-Readiness Grade

Agent-Readiness Grade / thoughtworks.com

B

thoughtworks.com

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

Graded 2026-10-17 04:36 UTC in 0.6s · 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, 4.3 KB, 12 user-agent groups
  • Allowed: GPTBot, ClaudeBot, OAI-SearchBot, PerplexityBot, Google-Extended, Amazonbot (via *), CCBot, Bytespider (via *)
  • Content-Signal: ai-train=yes, search=yes, ai-input=yes
  • Sitemap declared: https://www.thoughtworks.com/en-us/sitemap.xml, https://www.thoughtworks.com/en-cn/sitemap.xml, https://www.thoughtworks.com/zh-cn/sitemap.xml (+57)

Fix: Nothing to fix here.

Machine-readable surfaces

2/2 · pass

2 of 7 surfaces present (/llms.txt, /sitemap.xml)

  • /llms.txt: HTTP 200, 17 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://thoughtworks.com/ -> HTTP 200 after 1 redirect (final: https://www.thoughtworks.com/), text/html, 180 KB
  • 4,632 characters of visible text with scripts, styles and tags removed; <title>: "Thoughtworks: A leading technology consultancy | Thoughtworks"
  • 10 external scripts, 9 inline; <noscript> present
  • first words: "Menu Close Worldwide | English Australia English Brazil English | Português Canada English Chile English | Español China English | Chinese E..."

Fix: Nothing to fix here.

Structured data

2/2 · pass

3 JSON-LD blocks, Open Graph complete

  • 3 JSON-LD blocks: @type Organization, WebSite, BreadcrumbList, ListItem
  • Open Graph: og:title "Thoughtworks. AI that works."; 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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https://grade.agentexchange.work/grade?url=thoughtworks.com

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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 thoughtworks.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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