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SEO/AEO Audit MCP

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    • Specularis AI Visibility Audit

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    • @metricspot/mcp-server by MetricSpot

      @metricspot/mcp-serverofficial

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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4.4/5.0

    Scored across 3 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: fetch_audit_data crawls websites, fetch_ai_visibility measures AI visibility, and render_audit_pdf generates reports. There is no overlap or ambiguity.

    Naming Consistency5/5

    All tools follow a consistent verb_noun pattern (fetch_audit_data, fetch_ai_visibility, render_audit_pdf), making it easy for an agent to infer functionality from names.

    Tool Count5/5

    With only 3 tools, the server is tightly scoped to its domain. Each tool is necessary and well-justified, avoiding bloat or insufficiency.

    Completeness5/5

    The tool set covers the full audit workflow: data collection (fetch_audit_data), AI visibility analysis (fetch_ai_visibility), and report generation (render_audit_pdf). No obvious gaps exist for the stated purpose.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources