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scientific-papers-mcp

by tofunori

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    TDQS

    B3.4/5.0

    Scored across 9 tools

    Disambiguation5/5

    Each tool targets a distinct action or resource: general search, full-text search, author/year filtered searches, metadata retrieval, listing, RAG generation, indexing, and stats. While multiple search tools exist, their descriptions clearly differentiate their scopes and use cases, leaving no ambiguity.

    Naming Consistency4/5

    Most tools follow a verb_noun snake_case pattern (e.g., get_metadata, list_papers, index_zotero_library, generate_rag_answer), with search_by_author and search_by_year adding a preposition. The bare 'search' and the slightly longer 'generate_rag_answer' are minor deviations, but overall the naming is predictable and readable.

    Tool Count5/5

    With 9 tools, the server is well-scoped: it covers search, retrieval, indexing, and statistics without redundancy. This count is comfortably within the ideal 3–15 range and each tool appears to earn its place.

    Completeness4/5

    The surface covers core lifecycle operations: indexing (create/update via Zotero), searching (various modes), metadata retrieval, listing, RAG answer generation, and collection stats. A minor gap exists for explicit deletion or direct full-text retrieval of a single paper, but these are likely workable through existing tools.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues