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Butter SEO & AI Visibility Audit

Butter is a sandbox platform that provides isolated local environments for developing and testing AI agents. Developers use it to build, debug, and run agents safely with containerized execution and testing tools designed to streamline agent development workflows.

butter.dev

SEO + AEO + E-E-A-T combined

56%

Overall Scores

Area Score Grade
SEO 78% B
AEO (AI Visibility) 33% D
E-E-A-T 30% F
Combined 56%

Fastest way to fix your site is to use our Custom Connector for Claude Desktop, or other IDEs.

E-E-A-T Breakdown

Signal Score Issue
Trustworthiness 36% No about/team page links detected, No privacy policy link detected, 6 security headers missing, No terms of service link detected, No contact transparency signals detected
Expertise 40% 39 words, 1 headings, 1 outbound links
Authoritativeness 20% No Organization JSON-LD schema found, No JSON-LD schema types detected, No third-party review signals detected
Experience 21% No social proof signals detected, Freshness issues, No first-hand experience signals detected

Stobo finds what's broken and generates the fixes

Claude Desktop > Settings > Integrations > Add custom MCP server. Claude Desktop MCP integration settings showing how to add a custom MCP server

Try these in Claude Desktop

stobo my site: butter.dev
stobo this article: butter.dev/blog/my-article
Generate a robots.txt for butter.dev
stobo my blog: butter.dev/blog

Recommendations

  1. llms.txt not found (HTTP 404) AEO

    Create an llms.txt file so AI models can understand what butter.dev does. Stobo generates one automatically.
    Generate an llms.txt for butter.dev
  2. Freshness issues: no date signals found AEO

    Add date markup (datePublished, dateModified) so AI engines know content is current. Stobo generates the JSON-LD.
    Generate freshness code for butter.dev
  3. Freshness issues: no date signals found E-E-A-T

Track your score over time

We'll re-audit your site in 7 days and email you what changed. Free, automatic.

Embed your audit badge

Show your score on your README or website.

butter.dev audit badge

Frequently asked questions

Why doesn't my site have an llms.txt file and how does it affect SEO?
Your site is missing an llms.txt file, which helps AI systems understand your content structure. This file guides language models on how to crawl and interpret your pages. Without it, AI-powered search features may not properly index or represent your content in results.
What does it mean when my site has no date signals?
Your pages lack publication or update dates, making it impossible for search engines to determine content freshness. This hurts rankings since Google prioritizes recent, relevant content. Add visible dates and structured data timestamps to show when content was created or last modified.
How can I add FAQ schema markup to improve my search visibility?
Your site needs FAQPage structured data markup to help search engines understand your FAQ content. Add JSON-LD schema with question and answer pairs to eligible pages. This can trigger rich snippets in search results, increasing click-through rates and visibility.
Why is social proof important for my website's search performance?
Your site lacks social proof signals like testimonials, reviews, or trust badges that establish credibility. Search engines use these signals to assess your site's expertise and trustworthiness. Add customer reviews, case studies, or certifications to improve your E-E-A-T signals.
What happens when search engines can't find freshness signals on my pages?
Without date signals, search engines can't determine if your content is current or outdated. This negatively impacts rankings, especially for time-sensitive topics. Your pages may be deprioritized in results. Add clear publication dates and update timestamps to signal content freshness.
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