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renyumeng1

mcp-scholar

by renyumeng1
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Python

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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

    B3.1/5.0

    Scored across 12 tools

    Disambiguation2/5

    Four tools do essentially the same thing: scholar_search, adaptive_search, search_papers (which explicitly claims to 'replace' the first two but the others still exist), and summarize_papers (search plus summarization). An agent must guess whether to use the deprecated wrappers or the unified tool, and there is no guidance on when summarize_papers beats search_papers followed by paper_detail. The rest of the tools are reasonably distinct.

    Naming Consistency3/5

    Most names are snake_case, but the verb placement varies: verb_noun (verify_bibtex, search_papers, summarize_papers, read_paper_sections), noun_noun (paper_detail, paper_references, profile_papers, health_check), and noun_verb (zotero_save, align_and_enrich). Singular/plural and noun-first forms make the pattern unpredictable, though each name is readable on its own.

    Tool Count4/5

    Twelve tools is a reasonable scope for an academic research server. However, two of them (scholar_search, adaptive_search) are explicitly declared obsolete by search_papers, so the set carries dead weight that inflates the count.

    Completeness4/5

    The surface covers the paper lifecycle well: search, detail, citing works, author profiles, summarization, BibTeX verification, PDF section extraction, preprint alignment, and Zotero export. Gaps are minor — there is no export or generation of BibTeX or citation text, no way to find an author other than by profile URL, and no way to tell 'references' (works cited by the paper) apart from 'cited-by' works.

    Maintenance

    ActivityMaintained
    ResponsivenessResponsive

    Resources