AI Visibility Scorecard
autark.dev · Technology
Borderline visible. AI bots can crawl Softmotions, 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
#2,302,920 of 2,704,440 in Technology for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Technology average 28
Top 91% of Technology
See what's behind this score →4
-
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 →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Softmotions is a business whose own site puts it this way: "Autark is a vendored, self-bootstrapping build system for C and C++. It requires only a C99 compiler, uses a declarative DSL, and ships with your source tree." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, SoftwareSourceCode) and a readable heading structure. It is missing an llms.txt file and 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
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
Good
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, Softmotions is crawlable but under-signaled - fixable, and the signals above are where to start.
How to perform pre-build checks for compiler/system features, header files, executables?
Major of configure-style checks are performed using check rules. A check rule accepts a set of shell scripts that perform project-specific checks on the host system. Check scripts reside in the .autark/ directory at the root of your project. Autark also provides several commonly used check scripts that you can copy and use it directly in your project or take as examples for writing your own checks.
How to get version info from project's Changelog file?
I’m constantly forgetting to keep the project version in the changelog in sync with the one in the build files. check { changelog_md.sh { } # Or changelog_gnu.sh { } # Or you may write own changelog parser script } Given the following CHANGELOG.md: [v0.9.13-dev] - Added autark script `prepare` keyword as alias of `check`.
How to get JSON compilation database (compile_commands.json) for my project?
Autark supports automatic generation of compile_commands.json compilation database. Just provide -k, --compile-commands option and all compile commands will be saved in ./autark-cache/compile-commands.json. Please note this option forces the full rebuild.
How to add a dependency on an external project and fetch it before the build?
It is recommended to keep the build logic for an external project in a separate file, for example extproject.autark, and include it from the main Autark script. This keeps the main build script easier to read and maintain.
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The exact fixes for Softmotions
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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 October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/autark-dev
Cite this score: Engagemii (2026). "AEO Score for Softmotions." Retrieved from https://engagemii.com/aeo/brands/autark-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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