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literature-mcp

by SinCircle
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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

    A3.7/5.0

    Scored across 6 tools

    Disambiguation5/5

    Each tool targets a distinct data source or extraction type: four search tools for different databases (Crossref, Semantic Scholar, Tavily, arXiv), one for web page extraction, and one for PDF text extraction. No two tools overlap in purpose, and descriptions clearly differentiate their use cases.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern: search_[source], extract_url, read_paper_pdf. Snake_case is used throughout with no mixing of conventions, making the set predictable.

    Tool Count5/5

    Six tools are well-scoped for a literature search and reading server. Each adds a distinct capability (search across four sources, web extraction, PDF reading) without redundancy or bloat.

    Completeness5/5

    The surface covers multiple literature search sources, web search, web page extraction, and PDF reading, which fully supports the domain of finding and reading papers. No obvious gaps remain for the stated purpose.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources