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maxaeo-ai-visibility-mcp

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    Related Servers

    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables AI agents to run a free AI-readiness audit of any URL, checking AI crawler rules, JavaScript-free page text, JSON-LD, llms.txt, sitemap, meta description, FAQ schema, and returning a score with findings and fixes. Also exposes the same capability via an A2A agent endpoint.
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables AI agents to create, validate, and audit llms.txt files for websites, including checking against Google Lighthouse's Agentic Browsing requirements, via Streamable HTTP with no API key needed.
      11 npm
      2
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to crawl live websites, audit AEO readiness, generate Schema.org @graph JSON-LD, llms.txt, ai.txt, and robots.txt, inject structured data into HTML, validate optimizations, and retrieve framework-specific code snippets.
      MIT

    TDQS

    A3.5/5.0

    Scored across 3 tools

    Disambiguation4/5

    The three tools have largely distinct focuses: check_llms_txt is specifically for llms.txt validation, audit_ai_crawler_readiness covers robots and metadata checks, and build_ai_visibility_report produces an overall report. There is some conceptual overlap in robots/sitemap checks between the first two, but the descriptions are clear enough to guide selection.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern: check_llms_txt, audit_ai_crawler_readiness, build_ai_visibility_report. The naming style is uniform and predictable.

    Tool Count4/5

    With three tools, the server is on the minimal side but still within a reasonable scope for an AI visibility audit tool. Each tool covers a distinct phase of the audit workflow, so the count feels purposeful rather than padded.

    Completeness4/5

    The server covers the core audit lifecycle: llms.txt validation, crawler readiness checks, and a combined visibility report. Minor gaps exist, such as no dedicated tool for viewing raw history or fixing identified issues, but these are not required for the stated audit purpose.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues