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AI Visibility Scorecard
LeftyDevKit — Building tech for a better world
leftydevkit.com · Technology
Borderline visible. AI bots can crawl LeftyDevKit — Building tech for a better world, 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
#2,302,266 of 2,834,560 in Technology for AI visibility
3.5
/10
AEO Score
About LeftyDevKit — Building tech for a better world
from our crawl and measurement
LeftyDevKit — Building tech for a better world describes itself simply: "Open-source progressive civic-tech tools. Free for candidates and organizers who align with our values." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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, LeftyDevKit — Building tech for a better world is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LeftyDevKit — Building tech for a better world
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leftydevkit
Cite this score: Engagemii (2026). "AEO Score for LeftyDevKit — Building tech for a better world." Retrieved from https://engagemii.com/aeo/brands/leftydevkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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