AI Visibility Scorecard
CodeLeash
codeleash.dev · Technology
Borderline visible. AI bots can crawl CodeLeash, 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 1 times
Claude
#1,921,978 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
12
AI Adoption
iBasic · 12/100
About CodeLeash
from our crawl and measurement
CodeLeash describes itself simply: "An opinionated, full stack framework & toolkit for high quality software development using Claude Code." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once 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
Fair
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
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 3.9/10, CodeLeash is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Whyguardrails?
Agents need constraints, not freedom.An unconstrained agent skips tests, makes sweeping changes, and produces code that works in isolation but breaks in context. The TDD guard exists because freedom doesn't scale.Tests are the specs and the documentation.Every test has a descriptive name.
Is this your brand?
The exact fixes for CodeLeash
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 CodeLeash.
Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codeleash-dev
Cite this score: Engagemii (2026). "AEO Score for CodeLeash." Retrieved from https://engagemii.com/aeo/brands/codeleash-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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