AI Visibility Scorecard
SelfHeal
selfheal.dev · Technology
Somewhat visible. AI bots can read SelfHeal, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude
#323,786 of 2,707,789 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
4
AI Adoption
iBasic · 4/100
About SelfHeal
from selfheal.dev
72% of production MCP agents fail reliability benchmarks. SelfHeal is a drop-in proxy that catches the failure, analyzes it with an LLM, and returns a structured fix your agent can retry with. Teams:
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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.
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 5.6/10, SelfHeal has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Your MCP agent just hit a 422. Does it crash — or fix itself?
Stop babysitting agent retries. SelfHeal gives them a structured fix before the retry budget burns. Start 14-day trial © 2026 SelfHeal. Built for AI engineers. Website Documentation Status Changelog PyPI npm Terms Privacy
Is this your brand?
The exact fixes for SelfHeal
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 SelfHeal.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/selfheal-dev
Cite this score: Engagemii (2026). "AEO Score for SelfHeal." Retrieved from https://engagemii.com/aeo/brands/selfheal-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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