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    AI search visibility report · 2026-04-02

    How AI assistants see steampipe.io

    steampipe.io has an AI visibility score of 79/100. The site passed 30 of 34 tests. Its strongest areas are Readability and Citation & Source Quality. The areas to improve are Schema.org Markup and Content Freshness.

    How ChatGPT, Claude and Perplexity read steampipe.io

    Readability90/100

    Result: strong. 4 of 4 tests passed.

    Highly readable for its technical audience. Jargon (SQL, ETL, MCP) is used appropriately and defined through context.

    Schema.org Markup65/100

    Result: average. 4 of 5 tests passed.

    Basic Organization and WebSite JSON-LD is present and valid, but missing deeper schemas like SoftwareApplication or FAQ.

    Authority & Trust Signals75/100

    Result: average. 4 of 5 tests passed.

    Strong social proof with recognizable brand names and individual testimonials, but lacks structured review schema and clear physical contact details.

    Citation & Source Quality90/100

    Result: strong. 4 of 4 tests passed.

    Excellent use of primary sources (GitHub, documentation) and external validation (Thoughtworks Radar). Claims are well-supported by technical evidence.

    Content Freshness70/100

    Result: average. 3 of 4 tests passed.

    The site is clearly active with a 2026 context (MCP server blog post), but lacks explicit 'last updated' timestamps on the homepage itself.

    Content Structure85/100

    Result: strong. 4 of 4 tests passed.

    Clean hierarchy and logical flow. Uses modern web components, though semantic HTML tags like <main> and <section> could be more strictly applied.

    Entity Definition75/100

    Result: average. 3 of 4 tests passed.

    Strong brand consistency and clear definition of what the tool is. Lacks a dedicated About page and Person schema for key contributors.

    Technical Accessibility80/100

    Result: strong. 4 of 4 tests passed.

    Excellent metadata and social tags. Content is accessible, though heavily reliant on modern JS frameworks (Next.js).

    How steampipe.io can improve its AI visibility

    • Implement SoftwareApplication Schema (high priority)
    • Add Review/Rating Schema to Testimonials (high priority)
    • Expose Last Modified Dates in Metadata (medium priority)
    • Expand Entity Definition with About Page (medium priority)
    • Explicitly Allow AI Crawlers in Robots.txt (low priority)

    How steampipe.io compares to its competitors