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AI Visibility Scorecard
pyproject
pyproject-api.readthedocs.io · Technology
Somewhat visible. AI bots can read pyproject, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
ChatGPT · Meta AI · Claude · Apple Intelligence
#24,908 of 2,659,727 in Technology for AI visibility
7
AEO Visibility
iVisible · 7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About pyproject
from our crawl and measurement
"Skip to content pyproject-api docs pyproject-api docs pyproject-api API Back to top View this page pyproject-api¶ pyproject-api aims to abstract away interaction with pyproject.toml style." That is how pyproject introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
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.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
1
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
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
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
8
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 7/10, pyproject has a working base to build on - fixable, and the signals above are where to start.
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pyproject-api-readthedocs-io
Cite this score: Engagemii (2026). "AEO Score for pyproject." Retrieved from https://engagemii.com/aeo/brands/pyproject-api-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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