AI Visibility Scorecard
toolkitty.org · Technology
Borderline visible. AI bots can crawl Toolkitty, 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
#860,028 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Toolkitty is a coordination app for collectives, organisers and venues. You can organise events, share resources and spaces in a collaborative calendar." That is how Toolkitty introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Weak
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.
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
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 4.2/10, Toolkitty is crawlable but under-signaled - fixable, and the signals above are where to start.
Who is Toolkitty for?
Toolkitty's collaborative feature supports informal and formal groups to self-organise1. Toolkitty has been trialled with a wide range of users in the arts sector including festivals, music venues and artists' studios, as well as a mental health charity. Approaches to Toolkitty may depend on the users' needs.
What technology?
Toolkitty is built on a Peer-to-Peer (P2P)2 network designed by p2panda. This means the network data is stored on the phones of all the members. This makes it very secure and cheap to operate as it requires no external server. P2P incentivises resource sharing and cooperation. This suggests an alternate online model to using centralised servers which own and store your data. The app is Local First3.
Is this your brand?
The exact fixes for Toolkitty
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/toolkitty-org
Cite this score: Engagemii (2026). "AEO Score for Toolkitty." Retrieved from https://engagemii.com/aeo/brands/toolkitty-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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