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ai-visibility-mcp

ai-visibility-mcp

by tsushanth
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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

    A4.2/5.0

    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

    ActivityInactive
    ResponsivenessNo recent community issues

    Resources