AI Visibility Scorecard
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
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
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.
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.
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.
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.
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.
Is this your brand?
The exact fixes for Codex CLI MCP
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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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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