AI Visibility Scorecard
Code2Prompt
code2prompt.dev · Technology
Somewhat visible. AI bots can read Code2Prompt, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI
#667,398 of 2,707,789 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Code2Prompt
from our crawl and measurement
"Transform your codebase into AI-optimized prompts effortlessly." That is how Code2Prompt introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Strong
Inbound links from other sites.
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 5.2/10, Code2Prompt has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Code2Prompt ?
Code2Prompt is a context engineering tool that ingests your codebase, turning your repository into structured, AI-ready prompts. Transform any repository into meaningful context following the Goal + Format + Context framework... Check it out !
How to use Code2Prompt ?
Code2Prompt comes with different flavors depending on your needs. CLI For Humans. Generate structured prompts from the terminal at light speed ⚡ Python SDK For programs. Integrate Code2Prompt into Python applications for advanced automation 🖥️ MCP For Agents. Model Context Protocol to dope agents context 🤖
Why Code2prompt ?
Code2Prompt introduces a new development workflow, enabling AI and human agents to interact with code efficiently. Code2Prompt leverages glob patterns to include or exclude only the relevant files. This allows you to query LLMs without extra noise, thus reducing hallucination and increasing performance. Copy code2prompt .
Is this your brand?
The exact fixes for Code2Prompt
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Code2Prompt.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/code2prompt-dev
Cite this score: Engagemii (2026). "AEO Score for Code2Prompt." Retrieved from https://engagemii.com/aeo/brands/code2prompt-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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