Agent-Readiness Grade

Agent-Readiness Grade / openfrontier.dev

C

openfrontier.dev

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

Graded 2026-10-01 19:56 UTC in 0.8s · 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 (+1 point): Publish /.well-known/x402 with your paid routes so payment indexers can list you. How to fix

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

openfrontier.dev is graded C. The $49 AI Visibility Full Report shows what AI assistants say about openfrontier.dev's brand, with fixes for crawler access, llms.txt and schema, 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, 72 B, 1 user-agent group
  • Allowed: GPTBot (via *), ClaudeBot (via *), OAI-SearchBot (via *), PerplexityBot (via *), Google-Extended (via *), Amazonbot (via *), CCBot (via *), Bytespider (via *)
  • Sitemap declared: https://renvoi.co/frontier/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, 5.0 KB of text
  • /sitemap.xml: HTTP 200, XML sitemap (298 B)
  • /.well-known/x402: HTTP 404
  • /.well-known/agent-card.json: HTTP 404
  • /.well-known/mcp-registry-auth: HTTP 404
  • /openapi.json: HTTP 200, valid JSON (OpenAPI 3.1.0)
  • /ai.txt: HTTP 404

Fix: Nothing to fix here.

Readable without JavaScript

0/2 · fail

Home page is a JS-only shell

  • GET https://openfrontier.dev/ -> HTTP 200 after 1 redirect (final: https://renvoi.co/frontier), text/html, 3.8 KB
  • 0 characters of visible text with scripts, styles and tags removed; <title>: "Frontier by Renvoi · Managed open-source AI inference"
  • 1 external script, 1 inline; <noscript> absent
  • empty root container found (<div id="root">): the page is assembled by JavaScript

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

1 JSON-LD block, Open Graph complete

  • 1 JSON-LD block: @type WebSite
  • Open Graph: og:title "Frontier by Renvoi | Managed open-source AI inference"; og:description present
  • meta description: present

Fix: Nothing to fix here.

MCP census entry (index.agentexchange.work)

1/2 · warn

Exposes /mcp but is not in the census

  • 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 405 (application/json): an endpoint answers
  • Index MCP probe record: refused index.agentexchange.work: hosts on agentexchange.work cannot be graded from inside the same Cloudflare zone; every check would time

Fix: Publish /.well-known/x402 with your paid routes so payment indexers can list 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 openfrontier.dev. 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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