#12,483 OF 2,695,698 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-09-20
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AI Visibility Scorecard
Stage
circuitpython-stage.readthedocs.io · Technology
Well-positioned for AI search. The breakdown below shows where Stage is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
#12,483 of 2,695,698 in Technology for AI visibility
7
AEO Visibility
iVisible · 7.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Stage
from our crawl and measurement
Stage a Tile and Sprite Engine Stage 1.0 documentation is a business whose own site puts it this way: "Stage, a Tile and Sprite Engine¶ Stage is a library that lets you display tile grids and sprites on SPI-based RGB displays in CircuitPython." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.3 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
7
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
7
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
9
Social discussion and mentions.
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 7.3/10, Stage has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Stage
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on September 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/circuitpython-stage-readthedocs-io
Cite this score: Engagemii (2026). "AEO Score for Stage." Retrieved from https://engagemii.com/aeo/brands/circuitpython-stage-readthedocs-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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