AI Visibility Scorecard
capabilitykit.com · Technology
Borderline visible. AI bots can crawl CapabilityKit, 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 3 times
Claude
#1,874,825 of 2,704,127 in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →12
from our crawl and measurement
CapabilityKit describes itself simply: "CapabilityKit helps AI-native engineering teams review capability diffs, assess implementation verification depth, and understand dependency impact." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: 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 read your site and name it in answers. At 3.5/10, CapabilityKit is crawlable but under-signaled - fixable, and the signals above are where to start.
What behavior changed?
`capabilitykit diff` summarizes intent, acceptance, verification, implementation reference, and ignore policy changes against a Git base. It excludes noisy saved review evidence by default. capabilitykit diff HEAD intent changed acceptance +2/-0 verification +1/-0 Impact: 3 direct, 7 transitive Verification depth
How strong is the evidence?
`capabilitykit assess` reads declared implementation references and places each acceptance criterion beside concrete evidence. Uncertain findings stay visible until semantic review, tests, or accepted gaps resolve them. covered: status summary exists uncertain: impact evidence found uncovered: no semantic review saved Impact graph
What else may break?
`capabilitykit impact` follows explicit `agent.depends_on` relationships and collects suggested automated checks, manual review steps, and known verification gaps across the impacted set. Direct dependents: 5 Transitive dependents: 9 Suggested checks: npm test, compile Supported coding agents
Is this your brand?
The exact fixes for CapabilityKit
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/capabilitykit
Cite this score: Engagemii (2026). "AEO Score for CapabilityKit." Retrieved from https://engagemii.com/aeo/brands/capabilitykit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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