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SuyashEkhande

PubMed Advanced MCP Server

by SuyashEkhande
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Python
Remote

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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

    B3.3/5.0

    Scored across 16 tools

    Disambiguation2/5

    Multiple tools have overlapping purposes: resolve_article_identifier and convert_article_ids both handle ID conversion; fetch_article_summary and fetch_full_article return similar data for PubMed; batch_fetch_articles and batch_process_articles are vaguely differentiated. Descriptions help but boundaries remain unclear, increasing the risk of misselection.

    Naming Consistency2/5

    Naming patterns are inconsistent. Some tools use verb-first names (fetch_, find_, convert_), while search tools use noun-based names (pubmed_search, advanced_search). The mix of conventions makes the tool set feel unpredictable.

    Tool Count3/5

    16 tools is on the heavier side for a PubMed-focused server. Several tools appear redundant (e.g., two ID converters, multiple search variants), making the count feel inflated. However, it is not extreme and still within a workable range.

    Completeness4/5

    The tool set covers the core PubMed/NCBI workflows: searching across databases, fetching summaries and full text, ID conversion, related articles, database links, and batch processing. Minor gaps exist (e.g., no direct author search, but find_citations_by_authors addresses this), but overall the domain is well-covered.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources