AI visibility score
4.1/ 10Fair

#1,807,789 of 2,707,329 in Technology

As of 2026-09-03 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Codex CLI MCP

Codex CLI MCP

Unclaimed

codexclimcp.com · Technology

Borderline visible. AI bots can crawl Codex CLI MCP, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 2 times

Claude

#1,807,789 of 2,707,329 in Technology for AI visibility

4

AEO Visibility

i

Borderline · 4.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

4

AI Adoption

i

Basic · 4/100

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About Codex CLI MCP

from our crawl and measurement

Codex CLI MCP Setup Guides, Servers & Integrations is a business whose own site puts it this way: "Learn Codex CLI MCP setup with practical guides, downloadable configurations, server integrations, troubleshooting help and developer tools." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

Industry · Technology
Last scored · Sep 3, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, Codex CLI MCP is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What is Codex CLI MCP?

MCP is the standard layer that lets Codex discover and call external tools without making you manually copy information between every service and your terminal. Codex is the clientCodex connects to configured servers and decides when a discovered tool is useful. MCP servers provide toolsServers expose structured capabilities, context and instructions through a consistent protocol.

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The exact fixes for Codex CLI MCP

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Which AI engines already crawl you

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Picked for Codex CLI MCP: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/codexclimcp

Cite this score: Engagemii (2026). "AEO Score for Codex CLI MCP." Retrieved from https://engagemii.com/aeo/brands/codexclimcp

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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