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Expected Parrot SEO & AI Visibility Audit

Expected Parrot is an open-source research platform that combines AI agents with human survey data to validate behavioral insights. It provides transparent tools for designing surveys, running AI responses, and comparing agent outputs against real human feedback to benchmark performance.

expectedparrot.com

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

D

Overall Scores

Area Score Grade
SEO 76% C
AEO (AI Visibility) 20% F
E-E-A-T 58% F
Combined 48%

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 83% Found
Expertise 80% All checks passing
Authoritativeness 20% No Organization JSON-LD schema found, No JSON-LD schema types detected, No third-party review or trust signals detected
Experience 30% Found, Freshness issues, Found

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: expectedparrot.com
stobo this article: expectedparrot.com/blog/my-article
Generate a robots.txt for expectedparrot.com
stobo my blog: expectedparrot.com/blog

Recommendations

  1. No opening content found AEO

    Add a direct answer in the first 40-60 words of the page. AI engines pull from the opening paragraph.
    stobo this site: expectedparrot.com
  2. llms.txt not found (server returned HTML instead of text) AEO

    Create an llms.txt file so AI models can understand what expectedparrot.com does. Stobo generates one automatically.
    Generate an llms.txt for expectedparrot.com
  3. 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 expectedparrot.com

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Frequently asked questions

Why doesn't my site have opening content for direct answers?
Your site lacks clear opening content that search engines can extract for direct answers. This means you're missing opportunities to appear in featured snippets and voice search results. Add concise, answer-focused introductions to your main pages to improve visibility.
What does it mean when my site has no date signals?
Your site doesn't display publication or update dates on your content. Search engines use these signals to determine content freshness and relevance. Without dates, your pages may rank lower for time-sensitive queries and appear less trustworthy to users.
Why is my llms.txt file returning HTML instead of text?
Your llms.txt file isn't properly configured and returns HTML content instead of plain text. This prevents AI systems from accessing your content guidelines and usage permissions. Fix your server configuration to serve the file as plain text.
How do missing meta descriptions affect my site's SEO performance?
Missing meta descriptions mean search engines create their own snippets from your page content. These auto-generated descriptions are often less compelling and may not accurately represent your pages. This can reduce click-through rates from search results.
Can outdated content without dates hurt my search rankings?
Content without visible dates can hurt rankings, especially for topics where freshness matters. Search engines favor recently updated content for many queries. Your pages appear stale to both search engines and users without clear publication or update timestamps.
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