AI Visibility Scorecard
SPQR
pg-sharding.tech · Technology
Borderline visible. AI bots can crawl SPQR, 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.
AI engines read this profile 2 times
Claude
#1,351,825 of 2,707,520 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About SPQR
from our crawl and measurement
"SPQR is a production-ready system for horizontal scaling of PostgreSQL via sharding. True open source under PostgreSQL license." That is how SPQR introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
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 once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Weak
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 4.7/10, SPQR is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
When to Use SPQR?
The PostgreSQL License means freedom. Use SPQR in your SaaS, modify the source, keep changes private. Unlike AGPL competitors, SPQR respects your business model. E-Commerce Platforms Shard by customer_id or product_category to handle massive catalogs and orders. Ensure fast lookups for user carts, orders, and recommendations across global user bases.
Is this your brand?
The exact fixes for SPQR
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for SPQR.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pg-sharding-tech
Cite this score: Engagemii (2026). "AEO Score for SPQR." Retrieved from https://engagemii.com/aeo/brands/pg-sharding-tech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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