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AI Visibility Scorecard
Blaise OSS — Python Toolkits for Civic Data & Reproducible Research
blaiseoss.com · Technology
Borderline visible. AI bots can crawl Blaise OSS — Python Toolkits for Civic Data & Reproducible Research, 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
#1,837,235 of 2,626,404 in Technology for AI visibility
4
/10
AEO Score
About Blaise OSS — Python Toolkits for Civic Data & Reproducible Research
from our crawl and measurement
"Open-source Python toolkits by Blaise Albis-Burdige for NYC civic data, 311 complaints, subway accessibility, and reusable geography resources." That is how Blaise OSS Python Toolkits for Civic Data & Reproducible Research introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Person, WebSite, SoftwareSourceCode), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
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
7
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 4/10, Blaise OSS — Python Toolkits for Civic Data & Reproducible Research is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Blaise OSS — Python Toolkits for Civic Data & Reproducible Research
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/blaiseoss
Cite this score: Engagemii (2026). "AEO Score for Blaise OSS — Python Toolkits for Civic Data & Reproducible Research." Retrieved from https://engagemii.com/aeo/brands/blaiseoss
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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