AI Visibility Scorecard
Overdeck — The IDE for the Agent Era
panopticon-cli.com · Technology
Borderline visible. AI bots can crawl Overdeck — The IDE for the Agent Era, 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
#2,242,056 of 2,706,132 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 36% of Technology companies
4
AEO Visibility
iNear-invisible · 3.5/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
4
AI Adoption
iBasic · 4/100
About Overdeck — The IDE for the Agent Era
from our crawl and measurement
"The IDE for the agent era, watch agents code in real time, talk to them, review their diffs live, swap models mid-conversation, and let the pipeline ship it when you are ready." That is how Overdeck The IDE for the Agent Era introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
On the page, the fundamentals are in place: structured data on the page (WebSite, Organization, WebPage), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.5/10, Overdeck — The IDE for the Agent Era is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Overdeck?
You stay in the loop without being in the way. Watch agents code, review their diffs live, send a message when they drift. You’re pair-programming, not babysitting a terminal. The right model for every phase. Opus plans the architecture, Kimi or Sonnet writes the code, Haiku handles quick commands. Overdeck routes automatically — or you override with two clicks when you know better.
Is this your brand?
The exact fixes for Overdeck — The IDE for the Agent Era
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Overdeck — The IDE for the Agent Era.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/panopticon-cli
Cite this score: Engagemii (2026). "AEO Score for Overdeck — The IDE for the Agent Era." Retrieved from https://engagemii.com/aeo/brands/panopticon-cli
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform