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scholar-toolkit-mcp

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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 11 tools

    Disambiguation5/5

    Each tool serves a clearly distinct purpose: searching, metadata retrieval, downloading, reading, local library management, and manuscript verification. Overlaps like download_by_cite_key and download_paper have different input methods (cite_key vs source+id), making them unambiguous.

    Naming Consistency5/5

    All tools follow a consistent verb_noun pattern in snake_case. The harness tools share a uniform prefix, while the rest use clear action nouns (e.g., download_paper, library_search). No mixing of conventions.

    Tool Count5/5

    With 11 tools, the set is well-scoped for an academic paper toolkit covering search, retrieval, local library, and manuscript verification. Neither sparse nor bloated.

    Completeness4/5

    Core workflows (search, metadata, download, read, local library) are covered. Minor gaps include no manual paper addition, no library entry editing/deletion, and no citation export, but these are not critical for typical usage.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

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