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scholar-mcp

scholar-mcp

by raovivek02
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Remote

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    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 8 tools

    Disambiguation5/5

    Each tool targets a distinct operation: discovery (search_papers vs search_arxiv, explicitly differentiated by venue and citation availability), metadata retrieval, forward/backward citation traversal, recommendation, graph construction, and export. The descriptions actively disambiguate the one potentially confusable pair (search_papers / search_arxiv) and cross-reference get_paper_details for missing data.

    Naming Consistency5/5

    Uniform snake_case verb_noun pattern (search_*, get_*, find_*, build_*, export_*) with verbs that accurately signal the action type. No mixing of conventions, and the small verb variety reflects genuinely different operations rather than stylistic drift.

    Tool Count5/5

    Eight tools is a tight, well-scoped surface for an academic literature server, with no redundant entries. Each tool covers a distinct step in the research workflow and none appear to be filler.

    Completeness4/5

    The surface covers the core scholarly lifecycle: discovery, metadata, forward/backward citation traversal, recommendation, graph analysis, and citation export. Minor gaps remain—no author-centric tools (search/list papers by author, author profiles) and no batch multi-paper details fetch, which agents must work around with repeated calls.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

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