scientific-papers-mcp
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TDQS
Scored across 9 tools
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.
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.
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.
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.