Agent-Readiness Grade

Agent-Readiness Grade / temu.com

D

temu.com

5/12 · 42% (scaled from 5 measurable areas)

Graded 2026-10-15 22:52 UTC in 0.3s · JSON · re-grade now

Top fixes

  1. Readable without JavaScript (+2 points): Server-render or prerender the first paint so the HTML carries your text; agents and most crawlers do not execute your scripts. How to fix
  2. 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
  3. Crawler access (+1 point): Add a group for Bytespider with "Allow: /" (or drop the blanket "Disallow: /") if you want answer engines to cite you. How to fix

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

temu.com is graded D. The $49 AI Visibility Full Report turns the failing check above (crawler access) into a prioritized, specific fix list for temu.com, 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

7 of 8 AI crawlers may read the site, 1 disallowed

  • GET /robots.txt -> HTTP 200, 8.0 KB, 5 user-agent groups
  • Allowed: GPTBot (103 path rules), ClaudeBot (103 path rules), OAI-SearchBot (103 path rules), PerplexityBot (103 path rules), Google-Extended (103 path rules), Amazonbot (via *), CCBot (via *)
  • Disallowed: Bytespider
  • Sitemap declared: https://www.temu.com/sitemap-index.xml

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

Machine-readable surfaces

1/2 · warn

None of the 7 machine-readable surfaces is published (a sitemap is declared in robots.txt)

  • /llms.txt: HTTP 404
  • /sitemap.xml: HTTP 404
  • /.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
  • Sitemap declared in robots.txt instead: https://www.temu.com/sitemap-index.xml

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

0/2 · fail

Home page is a JS-only shell

  • GET https://temu.com/ -> HTTP 200 after 1 redirect (final: https://www.temu.com/), text/html, 296 KB
  • 0 characters of visible text with scripts, styles and tags removed; <title>: "Temu | Explore the Latest Clothing, Beauty, Home, Jewelry & More"
  • 0 external scripts, 24 inline; <noscript> absent

Fix: Server-render or prerender the first paint so the HTML carries your text; agents and most crawlers do not execute your scripts.

Structured data

2/2 · pass

3 JSON-LD blocks, Open Graph complete

  • 3 JSON-LD blocks: @type Organization, WebSite, FAQPage, Question
  • Open Graph: og:title "Temu | Explore the Latest Clothing, Beauty, Home, Jewelry & 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 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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$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 temu.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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