steampipe.io — AI Search Visibility Report
Overall score: 79/100
AI search visibility analysis for steampipe.io. LLMao scored steampipe.io 79/100 across 8 LLM-readiness categories including crawlability, semantic content, structured data, authority signals, and answer-engine clarity.
Analyzed URL
Category breakdown
- readability: 90/100 — Highly readable for its technical audience. Jargon (SQL, ETL, MCP) is used appropriately and defined through context.
- schema_markup: 65/100 — Basic Organization and WebSite JSON-LD is present and valid, but missing deeper schemas like SoftwareApplication or FAQ.
- authority_trust: 75/100 — Strong social proof with recognizable brand names and individual testimonials, but lacks structured review schema and clear physical contact details.
- citation_sources: 90/100 — Excellent use of primary sources (GitHub, documentation) and external validation (Thoughtworks Radar). Claims are well-supported by technical evidence.
- content_freshness: 70/100 — The site is clearly active with a 2026 context (MCP server blog post), but lacks explicit 'last updated' timestamps on the homepage itself.
- content_structure: 85/100 — Clean hierarchy and logical flow. Uses modern web components, though semantic HTML tags like <main> and <section> could be more strictly applied.
- entity_definition: 75/100 — Strong brand consistency and clear definition of what the tool is. Lacks a dedicated About page and Person schema for key contributors.
- technical_accessibility: 80/100 — Excellent metadata and social tags. Content is accessible, though heavily reliant on modern JS frameworks (Next.js).
Top recommendations
- Implement SoftwareApplication Schema (Schema Markup): Add 'SoftwareApplication' schema to the homepage to explicitly define the CLI tool's requirements, version, and operating system compatibility for LLMs.
- Add Review/Rating Schema to Testimonials (Authority & Trust): The homepage features many testimonials but lacks a structured 'Review' or 'AggregateRating' schema. Adding this would allow LLMs to quantify user satisfaction.
- Expose Last Modified Dates in Metadata (Content Freshness): While the blog is active, the homepage lacks a 'dateModified' property in the WebSite or WebPage schema. Adding this signals to LLMs that the core product info is current.
- Expand Entity Definition with About Page (Entity Definition): Create a dedicated 'About' page with detailed company history and leadership bios to strengthen the 'Organization' entity beyond a simple logo/URL definition.
- Explicitly Allow AI Crawlers in Robots.txt (Technical Accessibility): Ensure the robots.txt explicitly mentions 'GPTBot' and 'ClaudeBot' to ensure priority crawling of documentation and hub pages.