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ghed-mcp

by Decilion
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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

    B3.2/5.0

    Scored across 35 tools

    Disambiguation2/5

    Multiple tools have heavily overlapping boundaries: compare_countries, compare_country_group, summarize_country_group, and get_indicator_data all retrieve one indicator across country sets, and compare_countries also accepts country_group, making the distinction unclear. Search and list tools similarly overlap across indicators vs. variables, and data quality/metadata tools are hard to separate without deep inspection.

    Naming Consistency3/5

    The set mostly uses verb_noun names like list_variables, get_indicator_data, and build_research_panel, but a substantial minority are noun-only commands such as country_profile, version, methodology_guide, topics_index, indicator_trend, and cache_status. The conventions are mixed but still readable and not chaotic.

    Tool Count2/5

    At 35 tools, the server is well beyond the 25+ threshold and feels over-granular for its domain. Several tools could be consolidated, especially the country-comparison trio and the search/list variants, without losing real capability.

    Completeness5/5

    The tool surface is unusually complete for the GHED domain: it covers discovery, metadata, data availability, country and group resolution, single-indicator retrieval, cross-country comparison, trend analysis, research panel construction, export packaging, and cache/version management. There are no obvious dead ends or missing operations for a read-only database server.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources