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Cloudflare vs Railway: AI Search & MCP Readiness

Category: Edge Workers vs Developer Application Hosting · Measured UTC via aso-live-probe

Measured verdict: Cloudflare leads Railway by 59 points (89/100 A vs 30/100 F) across ASO Studio’s 47-check HTTP, 29-crawler robots.txt, Markdown (/llms.txt, /pricing.md), MCP, OpenAPI, and Schema.org JSON-LD benchmark. Full individual grade-cards: cloudflare.com (89/100) · railway.app (30/100).

Cloudflare AI Readiness 89/100 Railway AI Readiness 30/100

Scope & limits: Side-by-side HTTP status codes and HTML structured data captured 2026-11-14 UTC; independent audit not affiliated with Cloudflare or Railway. Technical readiness does not guarantee AI citations or sales.

1. Side-by-Side HTTP & Agent Discovery Telemetry

Signal / Endpoint cloudflare.com railway.app
ASO Score & Grade89/100 (A)30/100 (F)
Cohort Rank#1#40
Edge TTFB · HTML230ms · 254 KB (24 scripts)900ms · 1 KB (0 scripts)
/robots.txt (29 Bots)200 · 29/29 (8 explicit)200 · 29/29 (0 explicit)
/sitemap.xml200200
/llms.txt200404
/llms-full.txt200404
/pricing.md200404
/.well-known/ai.txt404404
/ai/summary.json404404
/.well-known/mcp.json200404
/.well-known/agent-card.json404404
/.well-known/openapi.json404404
JSON-LD @typesOrganization, WebSite, SearchAction, WebPageOrganization, ContactPoint, WebSite, SearchAction, EntryPoint, SoftwareApplication, Offer, Service

2. Where Cloudflare Leads vs Where Railway Leads

Where Cloudflare (cloudflare.com) leads:

Where Railway (railway.app) leads:

Shared discovery gaps: Both cloudflare.com and railway.app currently return non-200 responses on /.well-known/ai.txt (404/404), /.well-known/agent-card.json (404/404), /.well-known/openapi.json (404/404).

One-time $49 · 26 files · Base USDC or Monero · no signup

Download free 3-file starter for railway.app (.txt) · EdgeScreen x402 ($0.002)

23 remaining production files

/.well-known/mcp.json, agent-card.json, openapi.json, llms-full.txt, pricing.md, answers.md, ai/*.json
Schema.org JSON-LD bundle, Cloudflare Worker edge headers, comparisons, GitHub Action CI verifier.


3. Compare Against Your Own Domain (Free Live Probe)



4. Self-Serve 26-File ASO Pack ($49)

Generate a tailored 26-file /llms-full.txt, /pricing.md, 29-crawler robots.txt, Schema.org @graph, and 14-route Edge Router .zip for railway.app or any domain you operate. Instant browser download via USDC on Base (Chain 8453), or Monero (XMR — verified within 24h) via non-custodial Trocador AnonPay. Inspect free sample .zip · Terms · EdgeScreen x402 ($0.002 USDC).






One-time $49 · 26 files · Base USDC or Monero · no signup


5. More Head-to-Head Readiness Comparisons

All 60 head-to-head comparisons → · All 40 platform grade-cards →