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ai-visibility-mcp

by tsushanth
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    TDQS

    A4.2/5.0

    Scored across 3 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: one checks live robots.txt and llms.txt, one audits Cloudflare's specific AI bot settings, and one generates llms.txt content. There is no overlap or ambiguity.

    Naming Consistency4/5

    All names use snake_case and include a verb, but check_visibility and generate_llms_txt follow a verb_noun pattern while cloudflare_ai_bot_audit places the verb at the end of a compound noun. This slight inconsistency is minor and does not hinder readability.

    Tool Count4/5

    Three tools is a reasonable number for a focused domain like AI crawler visibility. The scope is narrow enough that each tool earns its place without feeling sparse or excessive.

    Completeness4/5

    The tool set covers the core workflows: checking visibility, auditing a specific provider's settings, and generating content. However, it lacks support for other hosting providers beyond Cloudflare and does not include any write/modify capabilities, which may be expected in a visibility management server but is likely intentional as an analysis-only tool.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources