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ahsanmandhar-ui

pubmed-mcp

by ahsanmandhar-ui
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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

    B3.4/5.0

    Scored across 10 tools

    Disambiguation2/5

    pubmed_search and search_pubmed are functionally near-identical (both run NCBI esearch and return PMIDs/query translation), and pubmed_fetch, fetch_abstracts, and pubmed_batch_fetch all wrap efetch with only minor output differences. check_access vs search_with_access also overlap, leaving several boundaries unclear despite good descriptions.

    Naming Consistency2/5

    Names mix a pubmed_ prefix (pubmed_search, pubmed_fetch, pubmed_get, pubmed_batch_fetch, pubmed_database_info) with bare verb_noun forms (fetch_abstracts, check_access, download_pdfs) and an unconventional reversed form (search_pubmed). The search pair differing only by word order is especially confusing.

    Tool Count4/5

    Ten tools is a reasonable scope for a PubMed retrieval server, but several tools are redundant variants of the same underlying operation rather than distinct capabilities. The count itself is fine; the duplication is the issue.

    Completeness4/5

    The surface covers the core retrieval lifecycle well: search, single/multi/batch fetch, normalized or raw output, access classification, and PDF download. Minor gaps exist (no citation/related-article or export formats like RIS/BibTeX), which agents can work around.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

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