Let Agents In

Agent readiness · Model hosting and gateways

groq.com

7 of 14 measurable points under formula 9.2, measured on 2026-08-12. 15 checks exist; each is one HTTP request with a published rule, so every sentence below can be rerun and argued with. 2 of them could not be measured from where we ask, and those are left out of the denominator rather than counted as failures.

A · Discovery

  • PASS
    Answers an agent user-agentAnswered 200 to LetAgentsIn/1.0 (+https://letagentsin.com/methodology)
  • PASS
    llms.txt publishedllms.txt and llms-full.txt present at https://console.groq.com/llms.txt and https://console.groq.com/llms-full.txt, and the 12 links we sampled across both files all answer
  • PASS
    Docs readable without JavaScript51,009 characters of text without JS, on https://console.groq.com/docs/api-reference rather than on https://console.groq.com/docs/overview
  • PASS
    On-demand agents not blockedNo on-demand agent is blocked
  • N/A
    Paths robots.txt points at answerrobots.txt names no concrete path, only patterns or nothing, so there is no claim to check
  • PASS
    No punishing crawl delayNo Crawl-delay applies to the agents we check

B · Agent entry

  • FAIL
    Agent entry pointNone of the 9 known agent entry paths returns a file rather than your page shell
  • FAIL
    OAuth dynamic client registrationNo OAuth metadata on any of the 8 hosts probed, including the usual auth and api subdomains
  • FAIL
    MCP surfaceMCP mentioned 14x in your own files, but nothing answered at mcp.groq.com, mcp.groq.com/mcp, mcp.groq.com/v1/mcp, api.groq.com/mcp, /mcp or /api/mcp

C · Registration

  • UNMEASURED
    No CAPTCHA in the signup HTMLUnmeasurable: the signup form at https://groq.com/signup is not in the server HTML, so its gates are not eitherServer-render the form, or tell us the endpoint it posts to, and the gates become visible to us and to an agent.
  • FAIL
    Signup reachable without a browserhttps://groq.com/signup is reachable, but its form needs JavaScript

D · Provisioning

  • FAIL
    Programmatic key provisioningNone of the 7 provisioning phrases appears in the 5 documents we read
  • UNMEASURED
    Free tier or no-card trial stated in textUnmeasurable: we guessed https://groq.com/pricing and found no pricing there, which is more likely to be the wrong page than an answer about your tiersLink your pricing page from your home page, and this becomes a measurement rather than a guess.

E · Integration

  • PASS
    Typed SDK on the registrygroq-sdk@1.5.0 ships types, matched from the registry by who publishes it rather than by a link on your site
  • PASS
    Machine-readable API descriptionDocs serve markdown to machines, at https://console.groq.com/docs/overview.md

Tell me when this changes

The failures here are the kind nobody notices. An edge rule that starts refusing agents changes nothing a person sees in a browser, so the first sign is usually an integration that quietly stopped working. We rescan weekly and write only when a verdict moves.

This page is the newest scan we hold for groq.com and changes when we rescan. It is not a judgement of the product: we measure whether an unattended run can get through, not whether the thing is any good. The whole corpus is published as JSON and CSV.

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