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Polymath SEO & AI Visibility Audit

Polymath is a platform for training and evaluating AI agents on long-horizon tasks across multiple domains. It provides environment generation models, task definitions, and verification systems that enable researchers and developers to build scalable reinforcement learning applications with customizable tools and initial states.

polymathlabs.ai

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

F

Overall Scores

Area Score Grade
SEO 75% C
AEO (AI Visibility) 20% F
E-E-A-T 46% F
Combined 47%

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 66% 6 security headers missing, No contact transparency signals detected
Expertise 60% 131 words, 2 headings, 2 outbound links
Authoritativeness 20% No Organization JSON-LD schema found, No JSON-LD schema types detected, No third-party review or trust 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: polymathlabs.ai
stobo this article: polymathlabs.ai/blog/my-article
Generate a robots.txt for polymathlabs.ai
stobo my blog: polymathlabs.ai/blog

Recommendations

  1. 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 polymathlabs.ai
  2. 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: polymathlabs.ai
  3. llms.txt not found (HTTP 404) AEO

    Create an llms.txt file so AI models can understand what polymathlabs.ai does. Stobo generates one automatically.
    Generate an llms.txt for polymathlabs.ai

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Frequently asked questions

Why doesn't my site show up for AI assistant searches?
Your site lacks date signals and opening content that AI systems need. Add publication dates to pages and include clear introductory paragraphs. This helps search engines understand when content was created and what it covers.
What's an llms.txt file and do I need one?
An llms.txt file helps AI systems understand your content better. Your site returns a 404 error for this file. Create one with instructions for AI crawlers about your most important content and how to interpret it.
How can I make my content look more current to search engines?
Add visible publication and update dates to your pages. Search engines can't find any date signals on your content. Include timestamps in structured data markup and show last-modified dates to users.
Should I add FAQ sections to improve my search rankings?
Yes, especially with proper FAQ schema markup. Your site has no FAQ schema currently. Add structured data to FAQ sections so search engines can display rich snippets and answer boxes for your content.
Why might search engines not trust my content expertise?
Missing date signals hurt your content's credibility signals. Search engines can't verify when your information was published or updated. Add clear publication dates and author information to establish expertise and trustworthiness.
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