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Research Papers MCP Server

by candenizkocak
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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

    A3.8/5.0

    Scored across 5 tools

    Disambiguation4/5

    Tools are mostly distinct: search, get by ID, get by author, get latest by category, and batch get by IDs. There is some overlap between search_papers and find_papers_by_author (since search can query by author), and between get_paper_by_id and get_papers_by_ids (single vs multiple), but descriptions help clarify the intended use.

    Naming Consistency4/5

    Names follow a verb-first snake_case pattern (search, get, find). However, there is inconsistency in how the object is specified: some include 'papers' (search_papers, get_papers_by_ids), one uses the singular 'paper' (get_paper_by_id), and one omits the object entirely (get_latest_from_category). This minor variation is still readable and predictable.

    Tool Count5/5

    With 5 tools, the set is well-scoped for a research paper retrieval server. Each tool addresses a distinct access pattern (search, single lookup, author lookup, category listing, batch retrieval) without unnecessary bloat.

    Completeness4/5

    The core retrieval needs are covered: general search, paper details, author-based lookup, category-based listing, and batch retrieval. Minor gaps exist, such as no way to list all papers in a category (only latest) or search by title specifically, but search_papers can work around these. Overall, the surface is reasonably complete for a read-only academic paper API.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

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