⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
smallharness.com · Technology
Borderline visible. AI bots can crawl Small Harness — A TUI agent harness for small LLMs on your Mac, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,445,309 of 2,830,090 in Technology for AI visibility
3.1
/10
AEO Score
from our crawl and measurement
Small Harness — A TUI agent harness for small LLMs on your Mac is a business whose own site puts it this way: "Small Harness is a terminal agent for running open-weight LLMs locally on your Mac. Ollama, LM Studio, MLX, llama.cpp, OpenRouter, one interface, real tools, sensible defaults." When AI engines look at it, they find little to work with. It scores 3.1 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.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.1/10, Small Harness — A TUI agent harness for small LLMs on your Mac is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Small Harness — A TUI agent harness for small LLMs on your Mac
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Small Harness — A TUI agent harness for small LLMs on your Mac.
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/smallharness
Cite this score: Engagemii (2026). "AEO Score for Small Harness — A TUI agent harness for small LLMs on your Mac." Retrieved from https://engagemii.com/aeo/brands/smallharness
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