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Professor Fit MCP

Professor Fit MCP

by Wrennnn2
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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 9 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose within the professor discovery and management workflow. The descriptions are detailed and prevent confusion between similar tools like search_professors (coarse filter) and find_professors (full pipeline).

    Naming Consistency4/5

    Most tools follow a verb_noun pattern (e.g., find_professors, update_professor_profile), but profiles_export and profiles_inspect use a noun_verb pattern, creating a minor inconsistency.

    Tool Count5/5

    Nine tools cover the essential operations for professor profiling and ranking without unnecessary complexity. The count is well-scoped for the domain.

    Completeness4/5

    The tool set covers the core workflow of searching, fetching details, ranking, adding evidence, updating, inspecting, and exporting. Missing explicit create/delete tools, but the workflow implicitly supports creation through evidence merging.

    Maintenance

    ActivityInactive
    ResponsivenessOutdated data

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