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DataCite Librarian MCP

by kaysiz

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      Enables querying, sampling, and exporting datasets from over twenty keyless free public data sources spanning the EU, Switzerland, Germany, the US, and global providers through one uniform set of tools. A single consistent interface lets users list databases and tables, inspect schemas and query guides, run queries, and export results as CSV or JSON without per-API clients.
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    Scored across 21 tools

    Disambiguation4/5

    Most tools target distinct resources (search, QA, compliance, corpus status). However, get_doi and check_doi_qa both report QA issues (summary vs full breakdown), and export_* tools wrap their base operations, which could cause confusion. Overall, the descriptions are detailed enough to differentiate most tools.

    Naming Consistency3/5

    Tool names mix verb-first (search_dois, list_clients, export_search_results) with noun-first (facets, repository_health, corpus_status) and some ambiguous names like index_client and diff_partitions_summary. The patterns are inconsistent but readable.

    Tool Count3/5

    21 tools is on the heavy side for a specialized librarian server. Many tools are variations of reporting/exporting (export_health_issues, export_funder_issues, export_search_results) and status (corpus_status, corpus_inventory, server_info), but the breadth of DataCite functionality justifies most tools.

    Completeness4/5

    The server covers core analysis needs: search, lookup, QA, compliance, aggregations, and exports. However, there is no direct tool to fetch the full raw metadata for a DOI (only summaries and QA), and no create/update/delete operations, which might be outside scope but could be a gap for some use cases.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues