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LinXueyuanStdio

Academic MCP

by LinXueyuanStdio
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Python
Hybrid

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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

    A3.9/5.0

    Scored across 3 tools

    Disambiguation5/5

    The three tools have clearly distinct purposes: paper_download downloads PDFs, paper_read extracts text from PDFs, and paper_search searches for papers. There is no overlap in functionality, and an agent can easily differentiate between them based on their names and descriptions.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern with 'paper_' as a prefix: paper_download, paper_read, and paper_search. This naming convention is uniform and predictable throughout the set.

    Tool Count3/5

    With only 3 tools, the server feels thin for the broad domain of academic paper management. While the tools cover basic operations (search, download, read), the scope suggests more could be included, such as tools for metadata retrieval, citation management, or paper summarization, making the count borderline for the apparent purpose.

    Completeness3/5

    The tools cover search, download, and text extraction, which are core operations, but there are notable gaps. For example, there is no tool for updating or managing paper metadata, handling citations, or performing advanced analyses like summarization or keyword extraction, which are common in academic workflows.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources