AI Visibility Scorecard
code2prompt.dev ยท Technology
At 2.8/10, Code2Prompt is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude ยท Meta AI
30
AI Naming Predictability
iRarely named ยท 30/100
Technology average 28
Top 23% of Technology
See what's behind this score โ2.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score โ0
Muse Index Score
iAI agent readiness
Not agent-ready ยท 0/100
Technology average 17
See what's behind this score โ12
from our crawl and measurement
"Transform your codebase into AI-optimized prompts effortlessly." That is how Code2Prompt introduces itself. When AI engines look at it, they find little to work with. It scores 2.8 out of 10.
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 read this profile 5 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong ยท Good ยท Fair ยท 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.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.8/10, Code2Prompt is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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 โก Python SDK For programs. Integrate Code2Prompt into Python applications for advanced automation ๐ฅ๏ธ MCP For Agents. Model Context Protocol to dope agents context ๐ค
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
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 7, 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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