AI Visibility Scorecard
irmf.io · Technology
Borderline visible. AI bots can crawl irmf/irmf: Infinite Resolution Materials Format (IRMF) Shaders, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,265,557 of 2,705,698 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 20% of Technology companies
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
GitHub is one of the businesses we track in the Technology space. When AI engines look at it, they find little to work with. It scores 3.5 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.
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
Good
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
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.
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, irmf/irmf: Infinite Resolution Materials Format (IRMF) Shaders is crawlable but under-signaled - fixable, and the signals above are where to start.
What is an “infinite resolution materials format (IRMF) shader?”?
An IRMF shader consists of two parts: a JSON blob description and a set of instructions used to determine what material is placed at any point in 3D space. What makes it a shader is that it is used simultaneously for every voxel (volumetric pixel) within the object. This means that the code has to behave differently for every (x,y,z) position within 3D space.
Do IRMF shaders really have infinite resolution?
Well, yes and no. They are currently limited by the resolution of a GPU's float representation. However, the IRMF shader itself is pure math and does not limit the resolution of the model, so IRMF is truly an appropriate term for the shaders as they are not the limiting factor. When GPUs have higher resolution in their numeric representations, no major changes will be needed to update the IRMF shaders...
How are IRMF shaders different from signed distance functions (SDFs)?
IRMF shaders are much easier to write than SDFs. In fact, one could write genetic programs to generate IRMF shaders.
What is the status of IRMF?
IRMF has evolved from a conceptual framework into a practical ecosystem for 3D printing and modeling. A comprehensive suite of converters (including stl-to-irmf, obj-to-irmf, binvox-to-irmf, svx-to-irmf, and dlp-to-irmf) enables the conversion of legacy 3D formats into IRMF shaders using techniques like lossless cuboid-merging and Fourier series approximation.
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The exact fixes for irmf/irmf: Infinite Resolution Materials Format (IRMF) Shaders
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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.
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Scored by Engagemii on October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/irmf-io
Cite this score: Engagemii (2026). "AEO Score for irmf/irmf: Infinite Resolution Materials Format (IRMF) Shaders." Retrieved from https://engagemii.com/aeo/brands/irmf-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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