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Alternatives to ipums-mcp

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    TDQS

    A3.9/5.0

    Scored across 23 tools

    Disambiguation4/5

    Most tools have clearly distinct resources and actions, with a consistent list/get/search/create pattern. A few pairs like search_ vs list_ for datasets/tables could be confused, but descriptions clarify the distinction. Overall, only one or two tools have overlapping boundaries.

    Naming Consistency5/5

    All tools follow a consistent prefix (nhgis_ or microdata_) with a verb_noun pattern (list_, get_, search_, create_, download_, wait_for_). Minor exceptions like extract_to_code and generate_ipums_citation are still clear and do not break the overall consistency.

    Tool Count4/5

    23 tools is on the heavier side but justified by covering two substantial domains (NHGIS and IPUMS microdata) with browse, search, extract creation, status, and code generation. The count is slightly over the ideal range but each tool has a clear purpose.

    Completeness3/5

    The microdata workflow is complete: search variables/list samples, create extract, wait, download, generate code. However, the NHGIS side lacks a dedicated download tool (nhgis_get_extract only provides links) and a wait/poll tool analogous to microdata_wait_for_extract, leaving a significant gap for agents that need to fetch NHGIS files programmatically.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues