AI Visibility Scorecard
CalcForge
calcforge.com · Education
Somewhat visible. AI bots can read CalcForge, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude · Apple Intelligence
#91,823 of 936,906 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
8
AI Adoption
iBasic · 8/100
About CalcForge
from our crawl and measurement
CalcForge is a business whose own site puts it this way: "Use free open-source Engineering calculators and collaborate on python projects with professional Engineers and Academics around the world." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 5.9/10, CalcForge has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is open-source?
Open-source software refers to software whose source code is made publicly available for anyone to view, modify, and distribute. Unlike proprietary software, open-source projects allow collaboration from a global community of developers, making it easier to innovate and improve the software over time.
Can I add my own calculators CalcForge?
Yes you are welcome to access our code via the Github Repository and create your own calculators. Once you have made your modifications you can send back a pull request to see if we would like to include it in the main branch.
How can I contribute?
Join our Discord server and introduce yourself here. Suggest new calculators you'd like to work on and find others to callaborate with.
Is this your brand?
The exact fixes for CalcForge
Which AI engines already crawl you
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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 CalcForge.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/calcforge
Cite this score: Engagemii (2026). "AEO Score for CalcForge." Retrieved from https://engagemii.com/aeo/brands/calcforge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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