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AI Answer Visibility Tracker MCP Server

by mambalabsdev
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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 1 tool

    Disambiguation5/5

    There is only one tool, so there is no possibility of tool-selection confusion. Its purpose is clearly scoped to checking AI answer visibility for a brand across questions and engines.

    Naming Consistency5/5

    The single tool uses a clear snake_case verb_noun pattern: track_ai_answer_visibility. With only one tool, there are no competing conventions or naming inconsistencies.

    Tool Count4/5

    A single tool is reasonable for a focused visibility-tracking operation, and it avoids unnecessary surface area. However, the one tool bundles many engines, sampling, and summary outputs, so 1 tool is on the thin side and could arguably be split into more granular operations.

    Completeness4/5

    The tool covers the core domain well: multi-engine querying, sampling, per-answer rows, per-question summaries, per-brand summaries, and input/error handling. Minor gaps remain around retrieving prior runs by run ID or managing historical visibility comparisons, but the main workflow is complete.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources