MCP.Market

AI Readiness MCP server

by epistemedeus·io.github.epistemedeus/ai-readiness·v1.1.3
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Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes.

A88/100grade A
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Safety scan
A88/100

full report

Adoption
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If you have run it, two minutes of your experience saves the next person an afternoon.

AI Readiness tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.9 · 2026-09-26 · same rubric, same numbers if you re-run it

no findings
  • –Code scanpackage could not be scannedn/a
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 19 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 88/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How AI Readiness compares

Against every graded Web search MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
88/100
higher than 80% of 3,470 Web search servers

Install AI Readiness in Claude Code, Cursor or VS Code

The registry entry has no remote endpoint or installable package.

What the publisher says

From the AI Readiness repository's README, as published. We do not edit it. Read it on GitHub

ai-readiness

Is your website visible to AI search? A tiny, dependency-free CLI that checks whether ChatGPT, Perplexity, Claude, and Google AI can crawl and understand your site, and tells you exactly what to fix.

npx github:epistemedeus/ai-readiness yoursite.com

No install, no signup, no dependencies. Node 18+.

Prefer a browser? Run the same check (no install) at samedaydesk.com/tools/ai-readiness.

📦 Want the fixes done for you? AI Search Readiness Kit: $9

The checker tells you what to fix. This kit gives you everything to fix it, ready to paste:

  • Copy-paste robots.txt (welcomes every AI crawler), Organization + WebSite + FAQPage JSON-LD, title/meta/Open Graph templates, and an XML sitemap
  • The 7-fix priority checklist in order of impact
  • The full benchmark behind the dataset below
  • Delivered instantly after checkout, no signup

→ Get the AI Search Readiness Kit ($9) · Prefer a done-for-you audit of your site? See samedaydesk.com.

Dataset: 136 companies scored for AI-search readiness (June 2026)

We ran this checker against the homepages of 136 well-known companies across 7 industries and published the full results. Open data, free to use with attribution.

  • Full CSV: data/ai-search-readiness-2026.csv
  • Interactive, sortable leaderboard: samedaydesk.com: AI-Search Readiness Leaderboard

Average score by industry (lower = harder for AI search to read):

Notable findings: Healthtech is the least AI-search-ready industry (avg 63). Klarna scored an F (38); GitHub, Chime, Ramp, Gusto, Ro, Hims and Zocdoc each scored a D. Even some AI companies struggle. Perplexity scored a C and LlamaIndex a D. Most gaps are the same and entirely fixable: JavaScript-only homepages, missing JSON-LD structured data, and no sitemap.

Per-industry write-ups: SaaS · e-commerce · marketing agencies · AI startups · healthtech.

Why this matters

AI search is becoming how people find things, and AI answers are pulled from a small set of pages that are crawlable and well-structured. If GPTBot is blocked in your robots.txt, or your pages have no structured data, you can be invisible in AI answers no matter how good your site looks to humans. This tool checks the technical fundamentals that decide whether you're even eligible to be cited.

What it checks

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

AI Readiness: common questions

Is AI Readiness MCP server safe?
Yes, by our scan: it is graded A (88/100). Read the AI Readiness safety report
Does AI Readiness need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is AI Readiness maintained?
The last commit was 58 days ago (2026-09-07). The latest release is v1.1.3.
What can I use instead of AI Readiness?
Servers from other publishers that do the same job: Perplexity API Platform (moved to ai.perplexity/mcp-server), Perplexity API Platform MCP server and Tenjin MCP server.

Alternatives to AI Readiness

Same job from other publishers: the closest match first, then the best rated.

  • Perplexity API Platform (moved to ai.perplexity/mcp-server)
    Real-time web search, reasoning, and research through Perplexity's API
    A
  • Perplexity API Platform
    Real-time web search, reasoning, and research through Perplexity's API
    A
  • Tenjin
    Search, read & publish paid essays. Pay-per-read in USDC on Base (x402); wallet-only, no account.
    B
  • Docdex
    Fast per-repo documentation indexer and full-text search MCP server for codebases.
    B