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DemandSphereDev

DemandSphere MCP Server

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    TDQS

    C2.8/5.0

    Scored across 20 tools

    Disambiguation3/5

    Several tools have overlapping purposes, particularly the citation tools (get_keyword_citations, get_bulk_citations, get_site_citations) and site listings (list_sites vs list_sites_flat). However, descriptions clarify the differences in scope and format, so the ambiguity is manageable but not negligible.

    Naming Consistency3/5

    The naming follows a mostly verb_noun pattern (list_sites, get_keyword_groups, create_brand), but there are deviations like serp_analytics, llm_analytics, and get_people_also_ask, plus plural inconsistencies (delete_brands vs create_brand). This mixed style reduces predictability.

    Tool Count4/5

    With 20 tools, the server is slightly over the ideal range but still scoped to a complex domain covering sites, keywords, brands, citations, and LLM analytics. Some tools could be consolidated, but the count is defensible for the feature set.

    Completeness4/5

    The tool surface covers core analytics and brand management well, including search/fetch for data exploration. Minor gaps exist, such as no direct keyword list tool or site management operations, but these are likely outside the intended scope.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues