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AI Visibility Scorecard
pgTAP: Unit Testing for PostgreSQL
pgtap.org · Technology
Somewhat visible. AI bots can read pgTAP: Unit Testing for PostgreSQL, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#184,303 of 2,636,505 in Technology for AI visibility
6.1
/10
AEO Score
About pgTAP: Unit Testing for PostgreSQL
from our crawl and measurement
pgTAP: Unit Testing for PostgreSQL is a business whose own site puts it this way: "pgTAP pgTAP is a suite of database functions that make it easy to write TAP-emitting unit tests in psql scripts or xUnit-style test functions." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) 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
8
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
5
Forum and community discussion.
Social Mentions
0
No social discussion 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 6.1/10, pgTAP: Unit Testing for PostgreSQL has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for pgTAP: Unit Testing for PostgreSQL
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pgtap-org
Cite this score: Engagemii (2026). "AEO Score for pgTAP: Unit Testing for PostgreSQL." Retrieved from https://engagemii.com/aeo/brands/pgtap-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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