AI Visibility Scorecard
· Technology
Borderline visible. AI bots can crawl Claude Toolkit, 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 1 times
Claude
#1,973,346 of 2,705,353 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
claudetoolkit.com is a business whose own site puts it this way: "Discover, secure, and clean every Claude Code artifact, and let Claude do it too. Encrypted credential vault, real-time activity monitor, manifest-powered MCP discovery,...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
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 3.8/10, Claude Toolkit is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Claude Toolkit?
Complete Visibility Scan your entire system and instantly see every Claude Code artifact, MCP server, hook, rule, agent, skill, and memory file. Storage usage, stale detection, and component filtering across 10 types. MCP Server Intelligence Discover servers via mcp-manifest.dev, detect updates, test connections, see live status from Claude Code, and promote project servers to global — all without touching JSON.
Is this your brand?
The exact fixes for Claude Toolkit
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Claude Toolkit.
Scored by Engagemii on August 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/claudetoolkit
Cite this score: Engagemii (2026). "AEO Score for Claude Toolkit." Retrieved from https://engagemii.com/aeo/brands/claudetoolkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform